{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'p1t' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-9aa5219f74b9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrcParams\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'lines.linestyle'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'-.'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrcParams\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'lines.linewidth'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'1'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 12\u001b[1;33m \u001b[0mp1t\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'p1t' is not defined"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x=np.arange(0,np.pi*2,0.01)\n",
    "#plt.xlim(0,2*np.pi)#x轴显示范围\n",
    "#plt.ylim(-1,1)#y轴显示范围\n",
    "#plt.xticks(np.arange(0,2*np.pi,np.pi/2))#生成坐标刻度\n",
    "plt.plot(x,np.sin(x))\n",
    "#plt.plot(x,np.cos(x))\n",
    "plt.rcParams['lines.linestyle']='-.'\n",
    "plt.rcParams['lines.linewidth']='1'\n",
    "p1t.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['序号' '时间' '国内生产总值_当季值(亿元)' '第一产业增加值_当季值(亿元)' '第二产业增加值_当季值(亿元)'\n",
      " '第三产业增加值_当季值(亿元)' '农林牧渔业增加值_当季值(亿元)' '工业增加值_当季值(亿元)' '建筑业增加值_当季值(亿元)'\n",
      " '批发和零售业增加值_当季值(亿元)' '交通运输、仓储和邮政业增加值_当季值(亿元)' '住宿和餐饮业增加值_当季值(亿元)'\n",
      " '金融业增加值_当季值(亿元)' '房地产业增加值_当季值(亿元)' '其他行业增加值_当季值(亿元)']\n",
      "[[1 '2000年第一季度' 21329.9 ... 1235.9 933.7 3586.1]\n",
      " [2 '2000年第二季度' 24043.4 ... 1124.0 904.7 3464.9]\n",
      " [3 '2000年第三季度' 25712.5 ... 1170.4 1070.9 3518.2]\n",
      " ...\n",
      " [67 '2016年第三季度' 190529.5 ... 15472.5 12164.1 37964.1]\n",
      " [68 '2016年第四季度' 211281.3 ... 15548.7 13214.9 39848.4]\n",
      " [69 '2017年第一季度' 180682.7 ... 17213.5 12393.4 42443.1]]\n",
      "<class 'numpy.ndarray'>\n",
      "<class 'numpy.ndarray'>\n",
      "(15,)\n",
      "(69, 15)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "data=np.load('国民经济核算季度数据.npz',allow_pickle=True)\n",
    "name=data['columns']\n",
    "values=data['values']\n",
    "print(name)\n",
    "print(values)\n",
    "print(type(name))\n",
    "print(type(values))\n",
    "print(np.shape(name))\n",
    "print(np.shape(values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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E/wxuHtYAAEBItG7Y6NChaL2QZ2akJ5/0vx4UCy0sAAAAgLyqVv0Et5KbZ2WlmGsAACAkWjdsFLWKmOpjpI0AGQAAAAjj7l2/80Vp4piHNQAAEAGtG+6LEqiXKUBHcRAgAwAAAGEMDPidb3CwmGsAACCCOFXIZQxPwwbiZQrQURwEyAAAAEAYo6Oub7AP/f3RdgHKwxoAAIiI1g33hQnUyxigoxgIkAEAAIAwhoak2Vk/c83ORtu8Lg9rAAAgIlo3bBQ0GC9jgI5iIEAGAAAAwpqby36ePKwBAICIaN1wX5BAvcwBOvLPWGuzXgN6jDFmVNKyJC0vL2t0dDTjFQEAAIRkrTQxIS0tRZ9jfFy6dk0yprhrAAAghkOHpKee6n7czIz05JPJrydLV65IDz3U+f7Ll/MXIN+75/4ZESdaNEbas0fats3funpFtVrV2NhY88sxa201qXP1JzUxAAAAUFrGSKdPS/v3S2tr4cdXKtKpU/GC2zysAQCAGE6cCBYgl7n6uKlZhdzu8chj9XGtJu3aJd25E3+u7dulW7foqJVntLAAAAAAopiclM6fd0FsGJWKGzc5WY41AAAQEa0bNuoUlOcxQF9d9RMeS26e1VU/cyEZBMgAAABAVNPT0qVL0u7dwY4fH3fHT0+Xaw0AAETULRzNY3ialHaBel4D9JGR8BshdjIz4+ZDfhEgAwAAAHFMTkrXr0sLC9Lhw1Jf38b7+/ulI0fc/deuJVP1m4c1AAAQwVZVyHkNT5PUGpjnOUD3tbY8XyMcNtFD6thEDwAAlFqtJq2suM9iDg66kpq0m/rlYQ0AAATUaQO5PG4cl4Zjx6RHH5WOHnXbHeRZ0I0QO+mFDRKTkuYmegTISB0BMgAAAAKp1aRqVbp7VxoYkEZHCcIBFNK9e+4DIHEiGGOkPXukbdv8rStPWoPIXg4W63Xp9m1px47NHyrKm07hf1C9+iaBD2kGyP1JTQwAAAAAoVkrXbggPfyw9MQT7n/RTX190uysNDcnTU25NAUAcq5Wk3bt8rPh2Pbt0q1b5Xwv7cSJjQFyL7c16OuTdu7MehXBNFuQRKlC7sUWJUVFBTJSRwUyAAAA2lpcdJ/bXVrqfuzu3e5zvfRzBpBzKyvuAxS+VKvl3XCsSK0bis5nVfzv/V60KmSqj+OhhQVKjQAZAAAAm8zPu+ritbXgYyoV6fx5aXo6uXUBgAdx+8Q2lb2tQ5FaNxRZElXx3/u94V7jZX8tpyHNAPkVSU0MAAAAAIEsLoYPjyV3/OysGw8AOearHUPZ2zo0WzcQHidrddVPeCy5eVZXw782y/5aLhsCZAAAAADZsdZ9ZjlseNy0tiYdPx7vM7gAkLBmn9g46BcLX0ZG4r8em2Zm3HxhXuO8louHABkAAABAdi5cCNbzeCs3bkgXL3pZDgAkJW7FJRWb8CmJqvigc/JaLh4CZAAAAADZOXkyX/MAQELiVCFTsQnfkqiKDzInr+ViIkAGAAAAkI1azW2C58O5c24+AMixqJWXVGwiCUlUxXebk9dyMREgAwAAAMhGtSrV637mqtellRU/cwFAQqJUfVKxiaQkURW/1Zy8louLABkAAABANu7e9Tvf6qrf+QAgAWErMKnYRJKSqIrvdB+v5eLqz3oBAAAAAHrUwIDf+QYH/c4HAAloVmg+9VT3Y6nYzKd796Rr1yRro89hjLRnj7Rtm791RRHm9djU7XXZbk5ey8VmbJxXOxCBMWZU0rIkLS8va3R0NOMVAQAAIBO1mjQ87KeNRX+/9Pzz0tBQ/LkAIGFXrkgPPdT9uMuXCd3yplaTdu2S7tyJP9f27dKtW9n/1RX09dgU5HXZOievZf+q1arGxsaaX45Za6tJnYsWFgAAAACyMTQkzc76mWt2Nvv/gQNAQEF6z1KxmU+rq37CY8nNk4fuS2F6IQd9Xe7bJx096n5/9Civ5aKjAhmpowIZAAAAn7ewIB086Geeqan48wBASrpVfeatYrMsbRt8XMe73y1dvRp/LTMz0pNPxp/HhySq4ut16fZtaccOqa8v3vqwWZoVyPRABgAAAJCdqSlp925paSn6HOPj0oED3pYEAGnYqvds3qqPy9K2wed1+JCnTeWC9EIO+7rs65N27oy/NmSPFhYAAAAAsmOMdPq0VKlEG1+pSKdOuXkAoGA6BYh5Chal8rRt8HkdceXtTQKp++sub69LpIcAGQAAAEC2Jiel8+fDh8iVihs3OZnMugAgYe16z+YxWBwZCd4jt5uZGTdfFnxex9698cbnMYzdqhdyHl+XSA8BMgAAAIDsTU9Lly65dhZBjI+746enk10XACSsNUjMY7Ao+VtX1tfn6/w/93PRw+g8h7FFqYpHuthED6ljEz0AAAB0ZK108aL08MOuurhev39ff780OyvNzbmex7StAFASx45Jjz4qHT3quvrk1aFDW/fI7SYvm8b5uo6gG8+1ytsGia1aH5+8PG/tlGVzxyjS3ESPABmpI0AGAABAILWatLLimlYODrrPHmex6xIAJKxel27flnbscBuP5VXUwLQpL8Gpz+sIG0bnOYxtan188vK8tSrL5o5RpRkg9yc1MQAAAFA4tZpUrUp370oDA9LoaLH+J1E2Q0M8/gB6Ql+ftHNnsufwVan5Ld8ifeQj4cfmqW1Ds9dvlCrk1us4cSLcPEVoBbFvn6uGb1bF5+V5a5XE5o78s6M9KpCROiqQAQBArlgrXbjgWiY88cTGlgl9ffdbJkxNpdMygRAbAOCZz0rN179eeu658OPyVsXqs/1E0CrkIlQfNxWlKj5uO5KmIj03TWlWILOJHgAAAHrX4qI0MSEdPCidPbsxPJbc12fOuPsnJtzxSbBWWliQDh+WhofdRnJ797rb4WHpyBF3P8UfAIAIfFZqPveca0MfRp6qj5uaVchhdLqOoFXFRag+bmpWxec5PJbKs7lj3hEgAwAAoDfNz0v790tLS8GOX1pyx8/P+11HXkJsAEBpjYyED0s7mZmRfuZnwo3JazgXdl2djg8SRucxRC+DKG8EtOK56Y4WFkgdLSwAAEDmFhddGLy2Fn5spSJduiRNTsZfx/y8a5ERZh2VinT+vDQ9Hf/8AJAgXz139+yRtm3zt65eFXfjuKZmC4eytG3wdR3dHt+8tfAok7Js7hhWmi0sCJCROgJkAACQKWtdJW/QyuN2xsddKhKnJ3JeQmwASIDPnrvbt0u3btEO3oe4/WLXh6hBQ7u8h3M+r6PT45v3EL0Mor62i/zc0AMZAAAASMqFC/HCY0m6cUO6eDH6eGulY8eihceSG3f8OD2RAeSWz567d+64+RBf3FYS68eXpW2Dz+vo9PjmtYVHmUR9jHlugiFABgAAQG85eTL7efIQYgNAgnz33B0Z8TNXr4vTL7ZdiNotfCtKOOfrOto9vkUI0cvA56aI2IwAGQAAAL2jVnP9g304d87NF0UeQmwASJiv8LAoIWRR+KzU3Cq0K1I45/M6Wh8nXr/p8bUpIjYjQAYAAEDvqFalet3PXPW6tLISflxeQmwASFicatemIoWQReG7UrMsbRt8Xce+fdLRo+73R4/y+k1TmNc2P1vCIUAGAABA77h71+98UZpy5iHEBoCU+Oy5C398VmqWpW2Dz+t45BHpmWfcLdIV9LXNz5ZwCJABAADQOwYG/M43OBh+TB5CbABIie+eu/DDd6VmWdo2+LqOvj5p5053i3SVZXPHvCFABgAAQO8YHfX3v7n+/mi7OuUhxAaAFPnsuQt/fFZqlqVtQ1muo9eVZXPHPDHW2qzXgB5jjBmVtCxJy8vLGh0dzXhFAACgpxw5Ip0542eexx8PP65Wk4aH/bSx6O+Xnn9eGhqKPxcAJOjQIempp4IfPzMjPflkcusJ49496do1KU58Yoy0Z4+0bZu/dfnQ7XkJ8zzU69Lt29KOHcWuvC3LdfS6Tq/tPP1siatarWpsbKz55Zi1tprUuQiQkToCZAAAkKmFBengQT/zTE1FG5t1iA0AKbtyRXrooeDHX76cj+rPWk3atUu6cyf+XNu3S7du5es9v27PS16eByCsTq/tMr2m0wyQaWEBAACA3jI1Je3eHW+O8XHpwIHo4+fm4p3f9zwAkDDfPXfTsrrqJzyW3Dx5a1u/1fOSp+cBCKssmzvmBQEyAAAAeosx0unTUqUSbXylIp065eaJKg8hNgCkzGfP3bSMjETfBLDVzEy01vlJ6/R45+l5AKIoy+aOeUCADAAAgN4zOSmdPx8+RK5U3LjJyXjnz0OIDQApC1KFnMcKQV+hU17DKyo1UVZsiugPATIAAAB60/S0dOlS8Erg8XF3/PS0n/NnHWIDQAa6hah5DFnDtN/oJO+BLJWaKKtHHpGeecbdIjoCZAAAAPSuyUnp+nW3Id7hw5u3W+/vdxvVLSxI1675D22zDrEBIGVF7bkbN1DNeyBLpSbKqq9P2rlz8z/xEI6x1ma9BvQYY8yopGVJWl5e1ujoaMYrAgAAaKjVpJUVt8vR4KBrVjk0lPx5rZUuXpQefthVF9fr9+/r75dmZ92GeQcO0LYCQOFduSI99NDm71++7D+4vHfPvf8XJ/owRtqzR3rLW6Snngo/fmZGevLJ6OdPS70u3b4t7dhB2AYUQbVa1djYWPPLMWttNalzESAjdQTIAAAAW8gqxAaAFB06tDGMTSJkrdWkXbukO3fiz7V9u2s9H+UDIEkE4wCQZoDcn9TEAAAAQKpqNalale7elQYGpNHRYgavQ0PFXDcAhHDixMYAOYkWD6urfsJjyc2za5cLusNUIee5LQcABEUPZAAAABSXtff7Fw8Pu17Ce/e62+Hh+/2L+dQdAORKGj13R0bib37XNDPj5gsbdOe99zEABEELC6SOFhYAAMCLxUXp2DFpaan7sbt3S6dP+98EDwDa8Nl3d9s2f+vKmzR67nbqtxzW+jYUre03OilK72MAxUQPZJQaATIAAIhtft5tLLe2FnxMpeI2qIvSwBIAAvLdd/fWLbraxBU08O2kNQgOGkrT+xhAktIMkGlhAQAAgGJZXAwfHkvu+NlZNx4AEuK77+7qqp+5elncNhKt4/ft694ag97HAMqEABkAAADx1WrSzZvS00+721otmfNY69pWhA2Pm9bWpOPH6YkMIDFJ9N1FPEEC3046BcHdQml6HwMoEwJkAAAARJPFBnYXLgTrebyVGzekixe9LAcA2vEVHhJC+hP1sew0bqtQmupjAGVDgAwAAIDwFheliQnp4EHp7Fm3E9J69bp05oy7f2LCX9uIkyfzNQ8AtBGn4rWJENKvKM9Jt+egU7hM8A+gbAiQAQAAEM78vLR/f/BK4KUld/z8fLzz1mpuEzwfzp1Lrs0GAMh/313EF/Yx7XZ8u1Ca4B9AGREgAwAAILgsN7CrVjdXOkdVr0srK37mAoA2kui7i3jCPCdBn4PWkJngH0AZESADAAAgmKw3sLt7N9q4TlZX/c4HAC18991FfEEf26DH7dsnHT3qfn/0KME/gHIiQAYAAEAwWW9gNzAQ79ytBgf9zgcALZLou4t4gjwnYZ+DRx6RnnnG3QJAGfVnvQAAAAAUhM8N7Kamwo8bHZX6+vy0sejvl0ZG4s8DAF2cOCE99VS44/Pi3j3p2rXoHxyRJGOkPXukbdv8rSuubs9J2Oegr0/auTPemgAgzwiQAQAA0F0SG9gNDYUbNzTk+iifORN/DbOz4c8PABE0K16DhMh5qj6u1aRdu6Q7d+LPtX27dOtWfn7sbvWc5Ok5AIC8oIUFAAAAusvLBnZzc37W4GseAAjAd9/dNKyu+gmPJTdP3trOd3qs8/QcAEBeUIEMAACA7vKygd3UlLR7d7xezOPj0oED0ccDQEhBqpB9V776aD+xd6909Wr8tczM5K9rULvnhOpjAGiPABkAAADd5WUDO2Ok06el/fultbXw4ysV6dQpNw8ApMh3392t+Gw/4UNeq3pbn5O8rhNop6w9ypFPBMgAAADoLk8b2E1Oun7Ms7PhQuRKxY2bnIx+bgCIKM2+uz7bT8SV56reffuko0elRx91t3ldJ9CqzD3KkU/0QAYAAEB3zQ3sfPCxgd30tHTpkmtnEcT4uDt+ejreeQEghrT67o6MuODWh717443Pe1XvI49IzzzjboGiKHuPcuSPsXFq3YEIjDGjkpYlaXl5WaOjoxmvCAAABLKwIB086Geeqan480juc5sXL0oPP+yqi9dXSPf3u7B6bs71PKZtBYAcOHRoc9/dJ5/0f54rV6SHHoo/z+XL0nves3X7jU6Sujb0Lto23Nf6syQq/pwWV7Va1djYWPPLMWttNalzESAjdQTIAAAUlLXSxET8DeyuXUsmzK3VpJUVV0YzOOhK8Pg8JoCcaQ12L19OrnVC3ICpGSxFDaOTvDb0Hto2bOTzTSL+nBZTmgEyLSwAAAAQTHMDu0ol2vikN7AbGnL/s3zwQXdb5P8VAiitZt9dKfm+u3HbRzTHN/s3h5Hn3scoJto2bBTlz2Ur/pwiKAJkAAAABNfcwC5siMwGdgDweWn13Y0TMLUGS2HD6Lz3Pkbx+OztPTMTbz/fvPD1JhHQDQEyAAAAwmEDOwCIpa9P2rnT3SYtakDUOi5MGE1VI5LiK/AsS3Dq800iYCsEyAAAAAhvclK6ft1tiHf48OYUpL9fOnLE3X/tGpXHAJARn+0ngoZuZQnnkD+0bdjM15tEwFbYRA+pYxM9AABKiA3sACC3wm62tdWmWt025mtuvAckJe7mcWXcNC7shpn8OS2HNDfRI0BG6giQAQAAACBdQQOmbsFSt/CujOFcHty75z7QEyfCMUbas0fats3furISNjBtKmtw6vNNIhQHATJKjQAZAAAAANIVNGAKEix1Cu/KGs5lrVaTdu2S7tyJP9f27dKtW8X/kFDUKuQyB6e+3iRCcRAgo9QIkAEAAADkVZkrPX21n+gU3pU5nMvSyork87/N1arrNFV0tG3YyOebRCgGAmSUGgEyAAAAgDwqe6Wnz/YTreFd2cO5rEVt2dCqTM8TbRs2o0d5b0kzQH5FUhMDAAAAAFAkq6t+wmPJzbO66mcuX/btcwFSOzMz4cK1Eye2/hp++Xp8y/Q8bfV6bhX29V1U3Z7fMj3/SBcBMgAAAAAAch/rDxpIdTMzk882AZ0CpLDB0r590tGj7vdHj/ZGOJelMGFpJ2UMUYO+bnslOPX5JhGwHgEyAAAAAAANZa/0bBcwRQ2WHnlEeuYZd4vkxX1N5fU1GUeQYL3XglNfbxIB6xEgAwAAAADQ0AuVnr7aT/T1STt3ulskL85rM++vyTho27CRzzeJgCYCZAAAAAAA1il7pSftJ4or6msr76/JOGjbsBk9yuEbATIAAADyoVaTbt6Unn7a3dZqWa8IQI/qhUpP2k8UU5TXZlFek3HQtmEj3iSCb8Zam/Ua0GOMMaOSliVpeXlZo6OjGa8IAABkxlrpwgXp4YelJ56Q6vX79/X1SbOz0tycNDUlGZPRIgEUyb170rVr7sdLVMZIL74oHTwYfuzly4Q1SNaVK9JDDwU/vldek4cOSU89df/rmRnpySezW0/W6nXp9m1pxw7azJRVtVrV2NhY88sxa201qXMRICN1BMgAAECStLgoHTsmLS11P3b3bun0aWlyMvl1ASisWk3atUu6cyf+XNu3u7k++tHgY3o9sEJ6WsPSTnrpNdkarPdKcI7elWaATAsLAAAApG9+Xtq/P1h4LLnj9u934wCgg9VVP+Gx5Ob5kR8JN6ZXPy6P9AV9rfXSa5K2DUByCJABAACQrsVF15pibS3cuLU1N25xMZl1ASi8kZHovYtbzcxI3/mdwefrhT6zyI8gvZB78TVJb28gGQTIAAAASG8DO2td24qw4XHT2pp0/Hi85qYASs1XxWVzHio9kVfdXnO9+Jrs65N27qTnL+Bbf9YLAAAAQEay2MDuwoXgbSs6uXFDunjRrQtArvjawG7PHmnbtmjjm5WZQfrDdrK+cjPIfL1Y6ZmWPLym8mqr1yavSQA+sYkeUscmegAA5EBWG9gdOSKdOeNnnscfjz8PAG98b2B365Y0NBRtfOtmWmG1br7VbT4260pGnl5TedXptclrEig/NtEDAABAcrLawK5Wk86fjzdH07lzybXZABCJ7w3sVlejjw/SH7aTdpWbW81HpWdy8vSayqt2r01ekwB8I0AGAADoJVluYFetbmyTEUe9Lq2s+JkLgBe+N7AbGYk3R9T+r53Ghf0+4svbayqvWl+DvCYB+EaADAAA0Cuy3sDu7t1o4zopYykZUHC+N7CLI0oV8laVm1R6ZiNPr6m82rdPOnrU/f7oUV6TAPwjQAYAAOgVPjewi2JgIN65Ww0O+p0PQGxxWkc0+Qxlw4aG3Y6n0jN9eXtN5dUjj0jPPONuAcA3AmQAAIBecfJktvOMjkp9fX7W0N9f3s8iAwUXN1T1GcqGCR+DhIxUemYjT6+pvOrrk3bu9PfXLACsR4AMAADQC/Kwgd3QkOuj7MPsrJsPQO743sAurqDhYdDjqPRMX95eUwDQawiQAQAA4qjVpJs3paefdrdRgtU05GUDu7k5P2vwNQ+ARPjewC6OIOFjmJCRSs9s5Ok1BQC9hgAZAAAgLGulhQXp8GFpeFjavVvau9fdDg9LR464+6NuNpeEvGxgNzXlHqc4xselAwfizQEgUb43sIsrbG9j5E/eXlMA0EsIkAEAAMJYXJQmJqSDB6WzZzdX9dbr0pkz7v6JCXd8HuRlAztjpNOnpUol2vhKRTp1ys0DINd8b2AXx1bhIyFjceTpNQUAvYQAGQAAIKj5eWn/fmlpKdjxS0vu+Pn5ZNcVRJ42sJucdP2Yw4bIlYobNzkZ/dwAUuN7A7u4OoWJhIzFkbfXFAD0CgJkAACAIBYX3cZta2vhxq2tuXFZVyLnbQO76Wnp0qXg7SzGx93x09PxzgsgVb43sIujXfhIyFg8eXpNAUCvIEAGAADoxlrp2LHw4XHT2pp0/Hj2PZHztoHd5KR0/fr9ftKtFdL9/ff7SV+7RuUxUEC+N7CLqzVUJGQsnry9pgCgFxib9X9k0HOMMaOSliVpeXlZo6OjGa8IAIAuFhZcT2Mf80xNxZ8nKmtdX+agLTjaGR93YW4SPYhrNWllxW3QNzjo2mTErXQGkLkrV6SHHup8/+XL6YZ9x45Jjz4qHT3qWrKjePL2mgKALFSrVY2NjTW/HLPWVpM6FxXIAAAA3Zw8ma95WtVq0s2b0tNPu9tarf1xed/AbmhI2rVLevBBd0t4DJRC3jawe+QR6Zln3C2KKW+vKQAoOyqQkToqkAEAhVKrScPDUr0ef66+PumFF/wEo9ZKFy5IDz8sPfHExvX19bk+xXNzruK5NfCdnw/fz7m5gR09iAFE0KlilErR9u7dcx/2iPPfdWOkPXukbdv8rStPeE0B6HVpViATICN1BMgAgEK5eTP4Rm9B59u1K94ci4vuM9hBWlHs3u2qjlv7B4eZY3zcVR7TgxhADIcOSU89df/rmRnpySezW09e1Wrur4k7d+LPtX27dOtWeT/QwWsKQC+jhQUAAEBe3L3rd77V1Xjj5+el/fuD9zFeWnLHz89v/D4b2AFIGRvYBbO66ic8ltw8cf/ayTNeUwCQDgJkAACArQwM+J1vcDD62MXF8K0nJHf87Kwbv54xrsXFBz/oWmvcvCldvepun39eevzx9i0wACCCffvcxnWSu6XNQHsjI537+4Y1M+PmKyteUwCQDlpYIHW0sAAAFIrPHsj9/S6YjfJZYmuliYnglcftjI+7amICYQAZqdel27elHTs2f/AB93Xq7xtWL/QD5jUFoFfRwgIAACAvhoZc9a4Ps7PRG1FeuBAvPJakGzekixfjzQEAMfT1STt3EvR1s29f/CrkmZnyh8cSrykASAMBMgAAQDdzc9nPc/KknzX4mgcAkKi4/XzpBwwA8IUAGQAAoJupKWn37nhzjI9LBw5EG1urSefPxzt/07lzbj4AQK7FqULulepjAEA6CJABAAC6MUY6fVqqVKKNr1SkU6ei9x6uVv30YJbcPCsrfuYCACQqahUx1ccAAJ8IkAEAAIKYnHRVwGFD5ErFjZucjH7uu3ejj21nddXvfACARESpQqb6GADgGwEyAABAUNPT0qVLwdtZjI+746en4513YCDe+FaDg37nAwAkJmw1MdXHAADfCJABAADCmJyUrl+XFhakw4c3b/ve3y8dOeLuv3YtXuVx0+iov+3l+/ulkRE/cwEAEhemCpnqYwBAEvqzXgAAAEDhGOM21puachvSray4thCDgy6cHRrye76hIWl2VjpzJv5cs7P+1wcASNSJE9JTTwU7DgAA36hADsAYM2SMqRtj7Ba/frHNuEFjzM8aY/7YGPOSMeZPjDH/whjzQJfzfbEx5heMMcuNcb9vjPkRY8yWz5cx5k3GmEeNMX9hjPm0Mebjxpi3Bbi+SWPMeWPM88aYe8aY3zLGRNzvFwCAHjM0JO3aJT34oLtNKpydm8vXPACA1ASpQqb6GACQFALkYB6Ue6xelvRSh1+fXT/AGPNaSb8p6cclfamkV0p6o6QTkv6bMabt51CNMTskfUzSD0oabYz7Skk/L2lTSL1u3NdKWpT0dklfJOlVkr5G0mPGmJ/aYtwhSb8t6bslDUt6taSHJH3YGPN9ncYBAICUTU0F773cyfi4dOCAl+UAANLVrbqY6mMAQFIIkIPZ27j9BWvtqzv8+qGWMR+QtEfSPUnfJxfMjkmalzQt6d2tJzHG9Ev6Nbng+K8kfadcgPxVkn5X0j80xhxuM+61kv6HpCFJz0h6s1x7kgcl/amkE8aYvW3GvUnSmcY5fkfSVzfGzUj6a0nvN8a8seujAwAAkmeMdPq0VKlEG1+pSKdOuXkAAIWzVRUy1ccAgCQZa23Wa8g9Y8x/lfR3Jb3DWvtIgOO/VS7QlaS3Wmt/dd19XyDpT+QC5VFr7Qvr7vshSSflKp3fbK29vO6+L5X0B5L+UtIOa2193X3vlfRP5MLqCWvtM+vue7OkS5KuWmv/Vss6f1XS90q60xi3fi1HJZ2W9KvW2rd2u+YwjDGjkpYlaXl5WaOjoz6nBwCg3ObnXR/jtbXgYyoV6fx5aXo6uXUBKLx799zen3H+i2iMtGePtG2bv3XhvitXpIce2vz9y5cJkAGg11SrVY2NjTW/HLPWVpM6F5voBdMMXq8EPL5Zjfzx9eGxJFlrP9Xol/xjkr5N0mNtxn1ofXjcGPeMMea8pCOS9sm1x2hWLf9A47B/vz48boz7DWPM05L2GmPGrLXLjXFfKOl7Goe9d3143PABST8r6TuMMQ9Ya18KeO0AACBJ09PSpUvSsWPS0lL348fHXeXx5GTyawNQWLWaa+N+5078ubZvl27dYr/OJDSrkNdvqEf1MQAgabSw6MIY82WSvlDSn1trfz/gsDc3bh/vcH+zOvlb153ndZImwo6TNC7pdV3Gfbhxe2jd975RUrMP8wdbB1hrPyfXbqMiaX+HeQEAQBYmJ6Xr16WFBenwYamvZWuF/n7pyBF3/7VrhMcAulpd9RMeS26e1VU/c2Gz1l7H9D4GACSNCuTumu/lPm+M+YDcBnNfLOmTchXJv2itbQa7zcre1za+3FBFvM61xu1Xrfvel637fZhxX964/Yzc5nthx/2JtfbPAoyb73DMJo0WFVt5Q9C5AABAB8a4jfWmplzp4MqKS2wGB6WREUr/AIQyMrK5sjWqmRk3H5Kxb5909Kj06KPulupjAEDSCJC7a3aY2i0XpF6T9AlJuyTNSpo1xvwHa+0/ahz3N9aN/US7Ca21LxhjPitp57pvN8d9Wo3+wG38ZeO23bg/aVQNhx3Xdo1bjAui0/oBAMiXWk2qVqW7d6WBAWl0tJjB69BQMdcNIFdOnPATIFMRm7xHHpHe8x5px46sVwIA6AW0sOjumxq3/0PSm6y1k9baaUk7JM3JbXj3TmNMc6O5B9aN/est5v2UpNcZY5rHN28/ZTvvbPjJxu2XrPtec9xW5/I5DgCAYrP2fuuH4WFp925p7153Ozx8v/UDGw0D6DHN/rpx0I83HX190s6dmzsYAQCQBALk7t4p6bCkWWvtnza/aa192Vr7C5L+P41v/R+N2/r9Q+ynt5j3M43b17SMezHEmCzGBTHW5dc3hJwPAAA/FheliQnp4EHp7FmpXt94f70unTnj7p+YcMcDQA+JWz1M9TEAAOVDC4surLVXuhzyi5L+qaSvM8a8XtK9xvc7tZNoerlxu02uCrg57rMBxzSlPa4ra211q/uNMWGmAwDAj/l5aXZWWlsLdvzSkrR/v3T+vDQ9nezaACCme/fcnplxPjxhjPTVXx29FzLVxwAAlBMBcnzrw9Iv1f2ewq80xrzeWvtch3Gva9w209QXGrfbtzhX65gsxgEAUDyLi+HC46a1NTfu0iVpcjKZtUnl6cUMIBO1mrRrl3TnTvy5tm+XTp2KFiD7qD72FYTv2SNtC1UGAwAAOiFADsAY84C19qUOd3/hut9ba+1fG2NWJQ3KbT63KUA2xgxIqjS+vNu4vd24rRhjvtBa+1dtzvWGljHrx71xi0vYatxWG+S1GwcAQLFYKx07Fj48blpbk44fd4mGz0/RWCtduCA9/LD0xBMb22n09bngem5Omprye14A3mUdeq6u+gmPJTfPrl3hq5B9VB/7DsJv3eK9OAAAfCBA3oIx5i2Sfl5uA71/1OGwb27cvizpjxq//1jj+18n6X+2GfO3Grer1tpPSZK19gVjzJ/IBbpfJ+nJLcYtr/veklwf44ox5qustb8fcNzHGrdfbowZtNauBhwHAIBTlKrZCxdcO4o4btyQLl50Ya4Pi4su1O60rmYv5jNn3OZ+p08nWwENILI8hJ4jI9HbTrSamXHznTgRbj4f1ce+g/DV1Xz+tQQAQNGwid7W7kgalfT3jDFf2HqnMeZVcv2PJemCtfaTjd/PN27f2mHeb2nctu7ME3pcozL6NyKMuy3XbuOVkr6ndYAxpk/3w3F2EAIAONZKCwvS4cPS8LALN/fudbfDw9KRI+7+OGV4vp08ma955uddb+WgoXazF/P8fPdjAaQuidAzCl+b1zXn2bfPhclB+Op93AzCfWgG4QAAID4C5C1Ya39b0m9J+gJJv9LYJE+SZIz5YrnK5L8ptxHdP1839DFJdUkHjDHfvn7ORhD9A40vf63llKcat//AGPM1LeO+StJsl3E/aozZ8M8kY8xBSXu7jPupRluN9Y7L9UeuS/JQywAAKLzFRWliQjp4UDp7dmPLBel+1ezBg+64xRy8/1iruU3wfDh3zs0XR9xezHl4TAFskJfQM0zgu9X51wfBQUNpX+G1z7l8rgkAgF5HgNzdcbkWDgclrRhjPm6M+V25HsJ/W9JfSzpirb3SHGCtXZb0K40vf8UY8zZjzGuMMV8nF8YOS/qUpF9afyJr7WW5wPqVkj5sjPk2Y8wDxphvlvRhSa+S9IykD7Ws8Uzj+6+V9FFjzDcaY15tjJmV9MHGMb9prW1tp/EfGuvfKWneGLPHGFMxxny/pIcbx3zAWvtnwR8uAEApFbVqtlrdHHRHVa9LKyvRx/vqxZyn6m4AkvITevoeHySU9lV9HOac3fheEwAAvY4AuQtr7R9L+mpJ/0aupcW4pB2SfkfST0r6Mmtta6ArSe+SdE3SgFxF8j25vsNfK8lK+kFr7fNtxr1dLrB+g1zF8Kcl/brcJnkvSfo+a+1nWtb4GUl/Ty4M/kpJvynXF/mcXFj9SUn/a5tre65xvpfk+h3/ntyGeb8o6dWS/lTS/77V4wMA6AFFrpq963kf2KifLZf89mIGkCt5CT3jrKPT+buF0klU+mYdpAMAgI0IkAOw1n7SWvtPrLU7rbWvtNYOW2sfstb+dIcQWI1+yN8o6X1yYW7TH0r6Dmvtr3QY96ykr5cLnT+37q5FSQestb/RYdzHGuP+u1xA3bQgaZ+19g86jPs1SQ/Jhc6f/7ak841xf9luHACgRxS9anagtUNTTIOD0cfmrRczAK/yEnpGnafTuK1C6aQqfZMIwgEAQHTG8jHIxBljBuV6JdestbdCjBuW9BWS/qpRCR103Bvk2lIsW2urIcbtkDQi6Y+TDI6NMaNyVdZaXl7W6OhoUqcCAMS1sOB6GvuYZ2oq/jxh1Wpucz8fbSz6+6Xnn5eGhrJdR1+f9MIL0dYBIFGHDklPRdg9ZGZGevLJ7NbR7fxXrkgPPbT5+5cvJxfWdjpnN0muCQCAPKlWqxobG2t+ORYmAwyLCuQUWGtXrbVXw4THjXEvWGt/O0x43Bj359baK2FfONba241xVB0DAJyiV80ODbk2Gj7MzkYPbfPUixlAYnxX/6a1jm7Ht6sITrrSN0oVMtXHAAAkgwAZAAC0V6tJ58/7mevcOTdfFubmsp8nT72YASQmL6FnmHUEPX9ryJxGn2HfQTgAAIiGABkAALRXhKrZWk26eVN6+ml32y6knpqSdu+Od57xcenAgejj89SLGUCi8hJ6Bp036HH79klHj7rfHz2aTqVvEkE4AAAIjwAZAAC0l9eqWWtdT+XDh11f4d27pb173e3wsHTkiLu/uc+DMdLp01KlEu18lYp06pSbJ6rRUde72If+fmlkxM9cALzLS+gZZB1hz//II9Izz7jbtPgOwgEAQHgEyAAAoL08Vs0uLkoTE25jv7NnN1dI1+vSmTPu/okJd7wkTU66dhxhQ+RKxY2bnIy37rz0YgaQiryEnt3mD3v+vj5p505/74cFkUQQDgAAwiFABgAA7eWtanZ+Xtq/X1paCnb80pI7fn7efT09LV26FLydxfi4O356Otp6W+WhFzOAVOQl9NxqHUUKXX0H4QAAIBwCZAAA0F6eqmYXF90ca2vhxq2tuXHrK5GvX7/fAqM1IO/vv98C49q1+JXH6+WhFzOA1OQl9Ox0niKFrmUJwgEAKCpjm/0BgZQYY0YlLUvS8vKyRkdHM14RAKCjhQXXDsLHPFNT0cZa69pRBK08bmd83AXCrX2MazW3ud/qqmuxMTKSbHuIxUVXFR02CJdcO41Ll/yG2gASdeiQ9NRTm78/MyM9+WR260j7/D5cuSI99NDm71++TIAMAOhN1WpVY2NjzS/HrLXVpM5FBTIAAOgsD1WzFy7EC48l6cYN6eLFzd8fGpJ27ZIefNDdJt1bOOtezABSlZfq39bzFan6uKldFTLVxwAApIMAGQAAdGaMdPp0+MCzqVKRTp3aXPkbxsmT0ccmMU9cWfdiBpCavISe+/ZJR4+63x89WtzQtQxBOAAARUSADAAAtpZl1Wyt5ubw4dw5N18eZNmLGUCq8hJ6PvKI9Mwz7raoyhKEAwBQNPRARurogQwABbW4KB07FqydxPi4qzyOG3zevBm/hUbrfLt2+ZvPl7R7MQNI1bFj0qOPutDz9OmsV1Ns9bp0+7a0Y8fm994AAOglafZA7k9qYgAAUDLNqtmLF6WHH3aVwfX6/fv7+6XZWWluzvU8jtO2ounu3fhzrLe66nc+X4aGCIyBEnvkEek973GhJ+Lp65N27sx6FQAA9BYCZAAAEJwxbmO9qal0qmYHBvzONzjodz4ACIDQEwAAFBkBMgAAiCaNqtnRUZe8rK90jqq/34XcAAAAAIDA2EQPAIBeVKu5fsBPP+1u87K5XKuhIdcWw4fZWdpEAAAAAEBIBMgAAPQKa6WFBenwYWl42G1Ot3evux0elo4ccffnbYPdubl8zQMAAAAAPYQAGQCAXrC4KE1MSAcPSmfPbm4JUa9LZ864+ycm3PF5MTXlQu44xsfdxn4AAAAAgFDogQwAQNnNz7v2DWtrwY5fWpL275fOn5emp5NdWxDGSKdPuzUFvYb1KhXp1Ck3DwCv7t2Trl2L98EFY6Q9e6Rt2/ytK6yyXAcAAEASCJABACizxcVw4XHT2pobd+mSNDmZzNrCmJx0gXbYa6lU3Lg8XANQMrWatGuXdOdO/Lm2b5du3cqmTXlZrgMAACAptLAAAKCsrJWOHYtWtSu5cceP56cn8vS0C7SDtrMYH3fH56GKGiih1VU/oavk5lld9TNXWGW5DgAAgKQQIAMAUFYXLrh2FHHcuCFdvOhlOV5MTkrXr9/fDLCvb+P9/f33NwO8do3KYyBBIyPSzIyfuWZm3HxZKMt1AAAAJMXYvFQVoWcYY0YlLUvS8vKyRkdHM14RAJTUkSNuYzwf8zz+ePx5WtVqUrUq3b0rDQxIo6PhP/ddq0krK67kb3DQJTd8dhxIzZUr0kMPxZ/n8mVp377480RVlusAAAC9o1qtamxsrPnlmLW2mtS5qEAGAKCMajXX+9eHc+fcfD5Ye796eHjYtaPYu9fdDg/frx4O+gb30JBrXvrgg+6W8BhI1b598at3Z2ayD13Lch0AAABJIEAGAKCMqlWpXvczV73uqnzjWlyUJiakgwels2c3r69edxXTBw+64xYX458TQOJOnMh2vC9luQ4AAADfCJABAAijVpNu3pSeftrd+qrM9e3uXb/zxd0Van5e2r8/eE/mpSV3/Px8vPMCSFyc6t08Ve2W5ToAAAB8I0AGAKAb320X0jAw4He+wcHoYxcXpdlZaW0t3Li1NTeOSmQg96JW3+atarcs1wEAAOATm+ghdWyiB6BQFhelY8eCVc7u3i2dPi1NTia/rm5qNRdu+2hj0d8vPf98tP7C1rp2FEErj9sZH5euXZOMiT4HgMQdOiQ99VTw42dmpCefjH/ee/fcj4g4/60xRtqzR9q2rTzXAQAAyi3NTfQIkJE6AmQAhTE/H75ytlJxm9dNTye3rqCOHHE9hX3M8/jj0cYuLLiexnEtLEhTU/HnAZCYK1ekhx4Kfvzly/HbPtRqbv/MO3fizSNJ27dLt26597vKcB3sKQoAQLmlGSD3JzUxAACFFrftwqVL2Vciz835CZDn5qKPPXky/vmb8xAgA175rnht9hAOUr3rq2fw6qqf0FVy86yuluc6CJABAIAvVCAjdVQgA8i9IrRdqNWkatVtljcwII2Obk4Lsr4On200+vqkF14gEQE8SariNWgVso+q3aawLSc6Wd+KoizXAQAAyivNCmQ20QMAoNWFC/FCV0m6cUO6eNHLcj4v7GZ+xriezJVKtPNVKtKpU9FD8GrVT3gsuXlWVvzMBSCRilfpfvXuVnxV7Tb52sBu/TxluQ4AAAAfaGEBAECrPLZd6LaZX73u2lWcObNxM7/JSdeTOWov5zhtOO7ejT62nWZCBUBS/BYUe/dKV6/GX8fMjDQycv/rEye2rqT1HXCGaTnRSbswuCzXAQAAEBctLJA6WlgAyLU8tl3wsZlftwB6vfFxV3kct4fzzZsuzPbl5k33mXsAXltQxNWujUOndgxJtVcIu4Ffq06tKMpyHQAAoHxoYQEAQFby1nYh7mZ+i4vu68lJ6fr1+y0w+vo2Ht/ff78FxrVrfjYAHB3dfJ6o+vs3ljgCPc5nC4o4OlW8dqrOTaq9QpCWE51sVbVblusAAACIgwAZAID18tR2wVpXNRw2PG5aW5OOH9/YE3lqSvrgB11l9M2b7vPrN29Kzz8vPf64u9/Xxn9DQy7E9mF2lg30gHVGRqIHjT51ClLbBaFJB5xRQ92txpXlOgAAAOIgQAYAYL2BAb/zDQ5GH5vkZn5DQ+7z7w8+6G6TCmfn5vI1D1AivgLDvXujjesWpLauL+mAM0r1bpAwuCzXAQAAEBUBMgAA6+Wp7YLPzfyyMjUVvw/y+Lh04ICX5QBlEqfdQdPMjPRzPxdtbLcgdd8+6ehR9/ujR9MJOMOGu0GOL8t1AAAARMUmekgdm+gByL0jR6QzZ/zM8/jj0cbmcTO/qBYXpf37o7XiqFSkS5f89GQGPLp3z7ULj/NPaWOkPXukbduiz+Fr07VOm8V1EnQTuXpdun1b2rHD33tz3QS9ljAb4ZXlOgAAQHmkuYkeATJSR4AMIPcWFqSDB/3MMzUVbezNm/Erd1vn27XL33xhzc+H3wywUpHOn5emp5NbFxBBreb+OPnYxG77dunWrXjv74QNf5vWB49hg+hm8JxHQa8lz9cglec6AABAMtIMkGlhAQBAqzy0XcjTZn4+TE+7SuKgj+v4uDue8Bg5tLrqJzyW3Dxx/3j62HQtTDuMvPfbDXIteb8GqTzXAQAAio8AGQCAVsZIp0+7CtgoKhXp1Ck3T1R52szPl8lJ6fp1V5l9+PDmz4H397u2HwsLrjcAbSuQUyMj8XsPN83MxGuVLvnbdC1oEF2Efrvd1liEa5DKcx0AAKDYaGGB1NHCAkBhZNl2wWcP5P5+6fnns+uB3EmtJq2suPLLwUGXouVtjUAHcXsPN/lqP+CrBUW3dhhF6rfb6VqKdA1Sea4DAAD4RQsLAADyIMu2C0NDLrz2YXY2n8Hs0JBrJPvgg+42j2sEOohS9dvKZ/sBXy0oylTx2mmtRboGqTzXAQAAiosAGQCArWTZdmFuLl/zANggboDnOwD00YJiqyC6aP12211L0a5BKs91AACA4qKFBVJHCwsAmarVpGrVbVI3MCCNjoarfE2z7YK10sSEtLQUfY7xcRdsx+nHDKCjbi0fOkmq/YCPFhSd2mH4areRptZrKeI1SOW5DgAA4A8tLAAA8Mna+xXEw8OuJcXeve52ePh+BXGQN1XTbLuQh838AGwpahVxUu0HfLSgKFPF67590tGj7vdHjxbzGqTyXAcAACgmKpCROiqQgYKKW7mblcVF6dixYFW8u3e7wNZnGwofstzMD0BXYauQk978zMema2WqeK3Xpdu3pR07NnchKpKyXAcAAPCDCmQAQD74rNzNwvy8tH9/8BYQS0vu+Pn5ZNcVVpab+QHoKmw1cdKbn/nYdK1MFa99fdLOncUPXctyHQAAoHioQEbqqEAGCqLolbuLiy4MDlO121SpuAA2qeuJWs1trXTxovTww666uF6/f19/v6tSnpuTDhygbQWQsqBVyElXH3daT5TzUvEKAACQX2lWIBMgI3UEyEABFL1lQh43n7NWunDBhb9PPLEx/O3rux/+Tk0FO2eam/kB6KrTxnOt0moFUaYWFAAAANiMFhYAgOwsLoYPjyV3/OysG5+1CxfihceSdOOGq/b1YXHRBdoHD0pnz24MjyX39Zkz7v6JiWCPYZqb+QHoqt3Gc63S3IiuTC0oAAAAkC0CZADAfda6thVR2j5Ibtzx49n3RD55Mj/zlKUPM4CuuvUYTrr3catHHpGeecbdAgAAAFERIAMA7stb5W4UtZprpeHDuXNuvqjKUM0NILCtqpDTrD5uYtM1AAAA+ECADAC4L0+Vu1FVq5tbRERVr7s+w1GUpZobQCidqozTrj4GAAAAfCFABgA4earcjePuXb/zra5GG1eGam4AobWrQs6i+hgAAADwhQAZAODkpXI3roEBv/MNDkYbV4ZqbgCRtFYbU30MAACAIuvPegEAgJzIS+VuXKOjruGnjzC8v18aGQk/Lolq7qEhP/MB0L170rVr8TrEGCPt2SNt27b5vn37pKNHpUcfdbdUHwMAAKDICJABAE5eKne3Uqu5Sum7d916R0c3B6tDQ24DujNn4p9vdjZacJtENTcBMuBFrSbt2iXduRN/ru3bpVu32v/xfOQR6T3vkXbsiH+esks60AcAAEA8BMgAACcPlbvtWOv6CT/8sPTEExvX19fnQt65OWlqyiUIkvvaR4A8NxdtXFmquYESWl31Ex5Lbp7V1fYBcl+ftHOnn/OUWVqBPgAAAKKjBzIAwGlW7voQtXK31eKiNDEhHTwonT27Odyu111QfPCgO25x0X1/akravTveucfHpQMHoo0tQjU30KNGRjZvchfVzIy/98p6VRKBPgAAAPwiQAYA3Be14jaJeebnpf37paWlYMcvLbnj5+ddJfLp01KlEu3clYp06tT9iuawmtXcPvis5gYgyd+mdmyOFx+BPgAAQP4ZG6fZGBCBMWZU0rIkLS8va3R0NOMVAV0E6btbFta6St6goW074+OumWXU8FVylcT790tra+HHVirSpUvS5KQLk2dnw81TqbgN8Kanw597vSNH/LTROHJEevzx+PMA2ODQIempp6KPn5mRnnwy+nj6/t535Yr00EPx57l8mQ0LAQBA76hWqxobG2t+OWatrSZ1LgJkpI4AGYUQpe9uWfgKb6PyHWIvLkrHjgWbb3zcVR7HWX/TwoJrreFjnqmp+PMA2CBuaBknrKTv72ZZB/oAAABFQ4CMUiNARu6FCRx373atEnwEjkkLU0mdZeVuEsGrtdLFi+4NgfPnN74h0N9//w2BAwf8vSGQl2puoGR8Vu6+5S3RQsu4YeXKivsR7Eu1WvzWDVkG+gAAAEVEgIxSI0BGrmUZnCYhTiV1VpW7Sbd+qNVcerO66janGxlJrnQv62puoGR8V+6eOhXtR7ePsDJuxW1TmSpvoz4mZXoMAAAAgiJARqkRICO3yhb2+aikTrtyt1aThoc3nieqvj7phRey/1x32d6UADKUROXu939/uNDSV1hJ39/Noj4mZXoMAAAAgkozQH5FUhMDQKFY68LWKOGx5MYdPx7vM9U+zc+7MDxo+4SlJXf8/PzG7xvjqpM/+EEXxt68KV296m6ff95V+PrsA12t+gmPJTfPyoqfueKYnnZvLuzeHez48XF3POExsMnIiAtwfZiZcfOdOBFuXNjjO9m3L/61zMyUKziN8piU7TEAAADIIyqQkToqkJFLZdrwrMiV1E8/Le3d62++q1elBx/0N18cWfRhBjzz2X9427Zo45Oo3A3aOsF3qwT6/m4W9jEp42MAAAAQRJoVyP1JTQwAhXLypL95sgyQfVVSZ7Vx28CA3/kGB/3OF0ezmntqKt0+zIAnvvsP37oV7WXfrFKN0z+4tWr1xIlg8/mqPm6Kcy1lrbwN85iU9TEAAADIGyqQkToqkJE7Zeq7m/dK6lrNtam4e9eFxaOjGx8rn89Ff79rs0EwC3iRRP/hkZFoY5Oo3O1WhZzURm30/d0s6GNS5scAAACgG3ogA0CaytR312cltS/WukD68GEXDu/e7dpU7N7tvj5yxN1vrQt7Z2f9nHd2lvAY8CiJ/sNRxekf3KlqtVt1se/q4yb6/m4W5DEp+2MAAACQJwTIAHD3rt/5Vlf9zhdUreZ66/pw7pybL67FRWliwlVFnz27Oaiv16UzZ9z9ExPu+Lm5+OeV/M0D4PN8hag+5ok6R6dxW4WWSYeVWW3kl2dZBfoAAADYjAAZQHu1mnTzptvU7OZNP2FiXhWh726Q5yNvldTz824zv6WlYMcvLbnjP/tZV50cx/i424wOgFdxKn+bfIWxSVTudgolkw4rw1xLr1TeZhnoAwAAYCMCZAD3hWk1UCajo653sQ/9/fE+l71e2OcjT5XUi4uuhUTYzfzW1qS3vEX6iZ+QKpVo565UpFOnstkEEOgBccNUn2Gs78rddqFlWmFl0GvppcrbrAJ9AAAAbESADMCJ0mqgLPLYdzfK85GXSmprpWPHwofHTWtr0s/+rGujETZErlRcG4/JyWjnBtBVEv2H01hL0HO3hpNphZX0/d0sy0AfAAAA9xEgA4jeamB+Ptl1pSlPfXejPh+f+EQ+KqkvXAi+9k5u3JBe9Srp0qXg7SzGx93x09Pxzg2gK9/9h+PwXbm7b5909Kj7/dGj6YaV9P3dLKtAHwAAAPcRIAO9Lk6rgdnZ/FciB+3lPDWVj767cZ6Pt7/dXYcPcSqpT570s4aTJ10l8fXr91t5tAbk/f33W3lcu0blMZCSJPoPJ7mWsOd+5BHpmWfcbZro+7tZloE+AAAAHGPL1ssUuWeMGZW0LEnLy8saHR3NeEU9zFrX/iBOtej4uAvu8tRv1lpXBfvww9ITT2xs/9DX58LRuTkXtq5f9+Kiq+SN0nqhUnHVr3ECTB/PxxvfKD37bPTxTQsL0cLoWs31Z/axmV9fn/TCCxuD7FrNbe63uupabIyM+GkZAiC0K1ekhx4Kfvzly8mFf93WkuS5fet0LUW6Bt/qden2bWnHDn8ftAEAACi6arWqsbGx5pdj1tpqUueiAhnoZb5aDVy86GU5XsTp5Tw56frnZtV318fz8eyzLkSOI04ldbXqJzyW3DwrKxu/NzQk7dolPfiguyU8BjKTRP/hJNZStMpd+v5u1tcn7dxJeAwAAJAVAmSgl/lsNZAHPno5T09n13fX1+P4ZV8WPgRvqlSkU6eiV5TfvRttXCerq37nA+CV7/7DcXQ6RxF75tL3FwAAAHlCgAz0qlrNVc36cO5c597CafHZyzmLvrs+n4+FBemxx7KppB4YiD62ncFBv/MB8CqJ/sM+11LUyl36/gIAACBP6IGM1NEDOSdu3oy/aVzrfLt2+ZsvjKR7OafRdzeJ5+PFF6Vjx4I9LuPjrvI4bhjuswdyf7/0/PO0qQByLk/9h1vXUuS+wfT9BQAAwFbogQwgeWVqNZB0L+c0+u4m8XxkUUk9NOQqun2YnSU8BgogT/2Hy1S5S99fAAAA5EV/1gsAkJEytRrw2ct5asrPXGEl9XwY465paiqdSmpJmptzGxX6mAeAV/fuufeL4nwAzRhpzx5p27b73ztxQnrqqc3HZtG795FHpPe8x1XuAgAAAIiPFhZIHS0scqIorQZqNaladRW6AwPS6OjG8/i8jr4+6YUXsql6LcrzEUTSLUUARFKruQ9R3LkTf67t26Vbtzb+mDl0aGOIPDMjPflk/HMBAAAA2IwWFgCSl+dWA9beb7swPOx6A+/d626Hh++3XbDWhcs+QlfJzbOy4meusPL8fIRljHT6dPhN/JoqFdePmfAY8Gp11U94LLl5WjsXtVYbZ1F9DAAAAMA/AmSgl/lqEeCz1cDioqtePXhQOnt2czhcr7v2CAcPuuM+9jF/55aS6eVcq7lN7Z5+2t3Wau2Py+PzEdXkpHT+fPgQuVJx43z0YwawwchI517FYc3MuPnWK1P/YQAAAAD30cICqaOFRY7krdXA/Lyrnl1bCz7mNa+RXnwx/rmbbt50n/GOy1q3ud/DD0tPPLExCO/rc9c5N+d6Ezcfu7w9Hz4sLkrHjgW7pvFxV3lMeAwk5soV6aGH4s9z+XL7gLhel27fdv2HO23+llQfZgAAAKCXpNnCggAZqSNATkm33sFNi4vS/v3hQtumSkW6dMlP4BdnHb746h0cJjTdvdu1e2g+hnl5PnyyVrp40YXp589vDNP7+++H6QcO5Cf4BlqUKfRs7VUcVpzexkn3YQYAAAB6BQEySo0AOUFRql6laJW/zVYD09N+1h238taHI0ekxx+PN4ePxzLr5yNJtZrrM726Kg0Ous/Ak/4g5/ISevoKsV980XUBiqpT9XEQKyvu/UxfqtXNrTQAAACAXkCAjFIjQE5InKrXsON9txpYWIiXZviysODC9ah8Vg/T+gHIjTyEnr5D7F27pI9+NPzYONXHTXEroH2uBQAAACiqNANkNtEDymB+3gWXQSt4l5bc8fPz9783OSldv+5C1MOHNzev7O93FboLC64EzmdYefKkv7miGh93LRSistYFvlFbcKytSceP3y8tzPL5ALBB0pvPBbG66ic8ltw8P/Ij0caeOBH//D7m8DkPAAAAgK1RgYzUUYHsWVI9c9NqNVCrScPDG9ttpM1H72BfVdSdqqBp/QBkKunN54LwXbkbdj6fFb9Z9mEGAAAAyoAKZADB+K56XW9oyH3G+cEH3W1SYWW16jc8fs1rwh3f7B0ct4LXVxV1p3nSej4AtLVvX/wq5JmZ6OGx5L9yN+x8Pit+485F9TEAAACQHgJkoMguXIi/8dyNG9LFi16WE8ndu37n+3f/zvV4DmJ83FUex914rlZzIbQP5865+QDkTtahp+8QO8x8ccPvVnGuxfdaAAAAAGyNABkosqSrXtMwMOB3vm/4hvR7B/usoq7XXasKALmTh9DTd4gddL4kKn6jzkn1MQAAAJAueiAjdfRADqBWc6Hk3bsuYB0d3dyywGfv4L4+6YUX/LdFSPs6+vul55/feI40egc//bS0d6+/+a5eda0qAORO1F7IcXoft4raP7hT3+Bu8yXZbzjLPswAAABAkdEDGehF1t6vmh0edm0Y9u51t8PD96tmm2/65LXqNex1DA1Js7N+zj07uzkcTqN3sO8q6sFBv/MB8CZKFbLvlgu+K3e7zZdkxW+WfZgBAAAABEOADOTB4qI0MSEdPCidPbs5GK7XpTNn3P0TE+54372DV1fjzxHlOiRpbi7+uX3OE9bo6OZWGVH197sqaQC5lXXo6TvE3mq+pPsNZ9mHGQAAADn33FXpY+9yt8gUATKQtfl5af/+4JvhLS25469d87uOuFWvUa9jfl6amgq+8V0n4+PSgQPx5ogq6SpqALmSh9DTd4gdtTrZhyz7MAMAACCn7jwpfeSA9In3u9s79DHLEgEykKXFRRcYrq2FG7e2Jv3oj+an6jXOdczOSh//uHT6tFSpRDt/pSKdOiUZE228D0WvogYQStahp+8Qu918aVX8BrkWqo8BAEBP6fXK2ztPSpe+W3r5Jff1yy+5rwmRM0OADGTFWunYsfCha9O9e9ED11Zxql7jXsfamnT8uPS1XyudPx/+mioVN25yMtr5fSl6FTWAUPIQevoOsVuPS7PiN8s+zAAAALnS65W3reFxEyFypoxtbmQFpMQYMyppWZKWl5c1Ojqa8YoysrDgegHnwcKCC0CjjvVxHc01LC66QDpIK4zxcVd5nHV43LS46NpyRAnTKxXp0qX8XAtQIvfuua4/cf7JY4y0Z4+0bdv97125Ij30UOcxly8nXzV76JD01FOd75+ZkZ4M8W/sY8ekRx+Vjh51HwxJU6drCXsNAAAAhdUuPH3FA9L+J6Tth7JaVXo6hcfr9dLj0UW1WtXY2FjzyzFrbTWpcxEgI3UEyA1HjrgN5eIaGpJqtejjx8ddshK1/YOv6zhyRHr8cfd7a6WLF6WHH3bVxes34+vvdxXTc3OuWjfLthXtzM+Hb+fRrKKenk5uXUCPqtWkXbukO3fiz7V9u3Tr1sYPbGQdevoOset16fZtaccOf12Sgup0LWkE8QAAAJnbKjzthdA0SHjc1AuPRwAEyCg1AmS5RGN4eGMwGtUrXiG95jXZVL36vI6+PumFFza30qjVpJUVaXXVbfQ3MpL/TeaKXEUNlMzKiuTzr5lqdWPL+DyEnlmH2D61XksRrwEAACC0Xq+8DRMeN5X58QgozQCZHshAFqpVP6GrJL38svTzP59N72Cf11Gvu6Sn1dCQKx988EF3m/fwWHKP6fXrri3H4cOby/j6+13F9cKCq/4mPAYSMzISfLO5bmZmNu83muXmc02d+gMXsW9wln2YAQBADvTi5nFBw9Oy9gCOEh5L5X08cooAGcjC3bt+55uYcJXEQTdxGx93x8dtmeD7OlZX/c6XJWNcT+cPftBVVt+8KV296m6ff96165iayl8LDqCEfIWQQYPatEPPPITYvuzb5/ovS+62iNcAAAAi6sXN48KGp2ULTaOGx01lezxyjBYWSB0tLORCxKBhb9D5du1Kv3dwUtcBIDeS2oAubd02m+umWyuFLDefkza30ihy3+As+zADAICM9OLmcXHC0zI8NnHD4/XK8HhEQA9klFpPBMi1mmvvcPeuNDDgGnCub73gs3dwf7+raM2id3Aa1wEgM0lvQBeUjxD7xg3pne+MPr5bIBsk9Ew6jM86xAYAADE8d1V69jHpjW+XXr8369Wkqxc3j/MRnhb5sfEZHjcV+fGIiAAZpVbaANla6cIFV/37xBMbQ9W+vvvVv822BUeOSGfOxD/vkSOuHUJWynIdADZJegO6IHyG2A88IL0U4d+oPjZySyOMp3IXAICCWh+m9VoI1oubx/V65W0S4XFTER+PGNhEDyiaxUXXh/jgQens2c0VufW6C1kPHnTHLS66MNkHX/Nkff6srwPAJklvQBfE6qqf0FWKFh5Lfnoa+7yOO3fat4zv65N27iQ8BgCgUFrDtF7q6dqLm8f5Dk+L9tg8dzW58Fi6/3g893Qy8/cwAmQgrvl5af9+aWkp2PFLS+74z342fv/g8XHXzzhLU1PluA4AbSW9AV03vkPssHP52owuD2E8AADImU5hYtFCwSh6cfO4pCpvi/TYPPtYcuFx08svufPAKwJkII7FRdeaYm0t3Li1Nektb5F+4iekSiXauSsV6dQpP5vhxWGMa7ZZ9OsA0Na+ffGDz7ghrM8QO+xcvs7tcy6fawIAABnpFiYWKRQMK2qQWuTHhMpb541vd20mkvSKB9x54BUBMhCVtW7HorDhcdPamvSzPyudOxc+fK1UpPPnpcnJaOf2bXLSrafo1wGgrbiBZdzxPkPsMHP5qj5uykMYDwAAcqAXWzc0xa3CLepjQuWt8/q9rkdxUiFyswfy6x9MZv4eRoAMRHXhQvC2FZ3cuCG96lXSpUvB20CMj7vjp6fjndu36elyXAeATeIEn74CT58hdtC5kqj0zTqMBwAAGevF1g1Nvlo4FPExofL2vu2HkgmRe2wDvbQRIANRnTzpb57JSen6dWlhQTp8ePMOSP390pEj7v5r1/JbsVuW6wCwSdTg0lfg6TPEDjJXUpW+eQjjAQBARnqxdUNTr28eR+XtRr5DZMLjxBlrbdZrQI8xxoxKWpak5eVljY6OZryiCGo1aXhYqtfjz9XXJ73wgjQ0tHH+lRVpdVUaHHS7Ja2/vyjKch0AJEmHDklPPRX8+JkZ6UmP/6a/ckV66KHw4y5f3hy8dpur3RhffF4HAAAoCB8BalFDsqQ2j5OK95gk8VgU7TFYr5f/XHhQrVY1NjbW/HLMWltN6lwEyEhdKQLkmzeDt2oIOt+uXf7mAwBJ9+65Yv84f9UbI+3ZI23bFj74TCLw9Blid5rLd/Ad5tydpLEmAABS99xV17P1jW93FZpl5TM0LFpY9txV6SMHku3/+4oHpG+5VJzq215+PbQT5/Eow/XHQICMUitFgPz009Jej//AuXpVerAgf9kBKIRazb0vdedO/Lm2b5du3XIfIAgafCYVePoMsTvNlUalbx7CeAAAMrU+NCpzCNTrFacfe5f0ifcnf56veJf09e9L/jy+9ErlbdA3iaI8HkW4/oSlGSDTAxmIYmDA73yDg37nA9DzVlf9hMeSm2d11f0+yw3opHA9hLv1DG43V1p9hn1eBwAAhdMaFhWtn21QSbVuKNLjxeZx7cXtAVyE8PTOk676/BPvd7dbvV7DPh5FuP6SIUAGohgd3bxBXFT9/a43MAB4NDISfbO2VjMz939MZbkBXZPPELv1mKSC7yDnjnscAACF0ClULVIoGsRzV5Pr+yvdf7yeezqZ+X3p1c3jnrvqqq+fu9r5mKghchHC0yhvEgV9PIpw/SVEgAxEMTQkzc76mWt2lo3lACTCV/AYNmRNOvD0GWLv2ycdPep+f/RoupW+eQjjAQBIVbeK3DKFyM8+lmzfX8nN/+xjyZ7Dh7jVtp3kNUjs9crbOG8SdXs8inD9JUWADEQ1N5eveQCgRZg2CZ20CzC3mjetwNNniP3II9Izz7jbtGUdxgMAkJqg7RzKEiL3YuuGrapufYfIeQ0Se73y1sebRJ0ejyJcf4mxiR5SV4pN9CTJWmliQlpaij7H+Lh07ZpkjL91ASiNe/fcj4g4f1XfuCG9853Rx3favC3oBnQ+rsEYac8eadu2jd/vtKFfUhv4JaUs1wEAQEe9ukFWUj2Qpfw9PkE3RSzz5nFbXVuQNccdn7Uwz23Yx6MI15+BNDfRI0BG6koTIEvS4qK0f7+0thZ+bKUiXbokTU76XxeAWJIMPYOq1aRdu/xshPfAA9JLEf6N3i3AbA0+W4/3eQ3bt0u3bm3s+BM0xM67slwHAABtxQkMyxAaJREi5+1xaXeNSYXIebv2piDXFDVEzus1r5fUm0TPPe3atLzx7fnrc50DBMgotVIFyJI0P+/6GIcJkSsV6fx5aXo6uXUBiCTp0DOolRW3X2eWugWYrcFn6/G+r6Fa3bznaLcQuyjKch0AAGxQ5mrTMHyGyHl7PKJWzZapKr3XK2/L+IZAQaQZINMDGYhretpVEu/eHez48XF3POExkEurq37CY8nNs7oabezISPz+xU0zM+HnCtLLuNsGdL6voTU8lsJv8JdXZbkOAAA+z1doWoaeyL76/+YtbIvT77Ysm8eFfZ0H7QH8LZekr3iXu83bNa8X9895Gf589wgCZMCHyUnp+nVpYUE6fFjq69t4f3+/dOSIu//aNdpWADmWRugZlK8Q8cSJ8HMFPb7bBnQ+r6GdbiF2UZTlOgAAAW212VgZ+G7bkPeQKcjzGTdEzluA6mNTxKJvHhf1dR7k9fz6B6Wvf1++2zbwJlFPoYUFUle6Fhbt1Grus9urq9LgoEuQonyGHUAmOvWkDctHD9tOG6wFtb4VQtC5fLdP8HkN7dTr0u3b0o4dm9+/K5KyXAcAoIuifTw9rF7aOE4K/3yWoXWD72so4uZxvd6epRd6excAPZBRaj0RIAMovKRDz6DihtnrQ+ygc/nevM3nNQAAUGhF3SArqOeuSh85kEx43PSKB9zH+vNQmRn1+fTdMzdNSfW7LdKfjTL3tA6i194kyjF6IAMAkLG4rRd8tW7Yty96S43WPsZB5grS+zgsn9cAAEBhdQpdyvTx7WcfSzY8ltz8zz6W7DmCiPN8FrV1Q5L9blsfk7xde1OvtWdp9dzV5MJj6f7j8dzTycyPyAiQAQBoI0+hZ9Qwut24bnMltXmbz2sAAKBw4mw2ViRvfHv8jeK6ecUD7jxZ8vF8dguR8xagptHvNu+bxyVVeVukP/+99CYRNqCFBVJHCwsASbt3z+1XGeevOGOkF1+UDh4MPzaJlgthW2ps1UKj01y+ex8HPW8nSa8HAIBUFLldQRRl/3i77+ezCK0b6Hfbe+1ZOuFxyBV6IKPUCJABJKlWk3btku7ciT/X9u1uro9+NPiYpELPsH2EtwqxO82VdK9hn9cAAEAhlGHDtCjKGjgm9XzmeWPFsr8hENTH3iV94v3Jn+cr3iV9/fuSP08cvCZygx7IAABEtLrqJzyW3Dw/8iPhxiTVciFMS41uLTTazZVGr2Gf1wAAQO5FDVmK9HH25666YO25qxu/H7THb1B5CJWSfD7z2rqBfrf39Up7liB8//luysOfc3REBTJSRwUykF++Wj/s2SNt2+ZvXWGFbZXQSbOaOOh8SbdcCFrBG6Ryt3WutKp9fV4DAAC55aNCL+9hSpCq2bI8DmW5jrCout2IytuNfD4eRbz+HKCFBUqNABnIJ9+tH27dkoaGwo/1EWLfuCG9853Rxzc1Q8wooWdSYXy3MDtMiH3smPToo9LRo9Lp09HXGZbPawAAIHd6IVQJ07c3zuORh+vvheezE/rdblbW9ixR9eqbKzlBgIxSI0AG8mllRfL5x7FalUZGwo3xGWI/8ID0Uox/x7SGmGFCzyTD+G5hdpjK3Xpdun1b2rFD6uuLv9agfF4DAKBgnrsqPfuY+5j26/dmvRr/eiFc2uoafYbIebjuXng+u6HqdrNeflOhnaK/SVRg9EAGAKRuZCR4f9puZmbCh8eS3/7FccJjaXMv4269jdff77sP8+rq/a+36iMctm9wX5+0c2e64bHk9xoAAAVy50lXzfiJ97vbIvT4badT39+kgrY89UTudo2d1hq2Z2oeQqVeeD6DoN/tZr4ekyI/ButFfTzKcv09ggAZAPB5vjaAizqP7xA76lztQswwoWfSYXynxzepDfySUIZrAACE0BrGFS1Ea+oUgvfCZmNBA9W4IXIeQqVeeD7DKOOmiHHFfUzK8BisV8Q3iRAKATIA4PO2CkmDiltB6jPEjjpX2HCz3feTDOPbPU9Fq9wtwzUAAALqFDwWLUTeKgR/9rFk+8Q2z/fsY8meo5Ow1bhRQ+S8hEplfz6joOp2MypvNyrSm0QIjQAZALBB3OAz7nifIXaUubYKMcOEnkmH8WFbbORRGa4BANBF1JYHedMtBB94k/+P+Ld6xQOud3TaorZyCBsi5ylUeuPby/t8xkHV7WZU3m5UlDeJEBqb6CF1bKKHPLp3T7p2TYrzI9EYac8eads2f+sKy9d1/ORPSh/5SPixrRvPRdVtk7Vu1m/CFnaubhu4tc631fE+r6OdY8ekRx+Vjh6VTp+Ofp4sleEaAAAdhAke8xwqBLmOVzwg7f7n0tJPl2uzMR99gINsrJfH55/N4zor6qaISQr6c6JIj0GcTU/bPR5Fu/4CSHMTPQJkpI4AGXlTq0m7dvnZ9Gz7dunWLWloKP5cYfm8jte/XnruufDjugWeYRw6JD31VPhx7ULsoHMFDcDDhJ4+r6NVvS7dvi3t2JH+Rni+lOEaAABtlCVgChuCJxEiFzk8bup0Dc89vS6gejD+eXxLIkTO4+s8irK8QeTTVo9J0R4DH2/w5P1NohIgQEapESAjb1ZWJJ8vw2p186ZnafB9HQcOSBcvBj/eV/VxU9Tq3XYhdtC5ggbgYUJPn9cBAEAhxAnd8hQyRA3BfYbIZQiPm/L03IaRRpBeVGWsuo2rDJW3Pq8h728SFRwBMkqNABl5FLVKtFWcENVH+4l3v1u6ejX6+KaZGdeP1mfrhyjCPi9bPf7d5vIdgIc5d5prAQAgUUm2PEhT3BDcR4hcpvC4KQ/PbRRleV0noUxVt74UufKW57NQCJBRagTI+VGWvr8+xO1V2xQ1RPXZfsKH5nVEaf3g83X1e7/nL8Tu9hwnWfHruw8zAKBg4vSRLJKyVGr6CgvjhMhZXf9zV6WPHEgmPG56xQPSt1wqXjViWSrrk1CGqtv1fPzMLmLlLRXlhUOAjFIjQM6HsvT99SluFXKcqlHf7SfiWH8dYVs/JPG6+t7v9de/uNNznEbFr+8+zACAgihyJVoYZWl54DsEjxIiZ/k6+di7pE+8P/nzfMW7pK9/X/Ln8a0svb2TUJafdWW5jrDoaV1IBMgoNQLkfChL31/JX8Xriy9KBw9GnyNu1aivNhp798ZrY9F6HWFaPyTxurp921//4k6BeBoVv777MAMACqBsVXmdlKXlQVIheJgQOevXBxXI3RG0dVbEqtv1euVndiveGCksAmSUGgFyfuSh729cvited+2SPvrR8GN9PAY+22i85z3Rntt21xG29UMSryuf/Ytb50rz9ZtlH2YAQMrK2Eey3ce6yxI4Jh2CBwmR8/K6KMsbAknio/7lU8af2UHQmqXQCJBRagTI+ZF139+mOBXEf/VX0nd9V/Rzt/rQh6LN56tq1FcbjajPbafrCNP6IYnXlc/+xa1zpVnxm2UfZgDIRK/0/m1VxnCp08e6y9DyIK0Q/GveK/3ujxcjoCpLS5IklTFw5Gd252OK+pxuhc0hC48AGaVGgJwvWfb9lfK1eVzzWsI+Jj6rRuOGr+sDSJ/XEbb1QxKvK5/9i48dkx59VDp6VDp9Ovo6o8iyDzMApIo+kt2PLcrjstXHul/1uuJXIKcZgm//tuJ8RL4smyImqUwtD/iZ3f3YMj0u/PkuBQJklBoBsj8+ev/euCG9853Rx8etmMzT5nHNawkb4vquGo0avrYGkL6vI0zrB59BeLc5ozz+9brrrbxjh9TXF32dUWTZhxkAUlOmUCWMMvaRDFJlKRW75UHabTiKFNRRodhdkZ7PTviZHXxMGR4XPmFQGgTIKDUCZD98Vu4+8ID0UoS/O3xVTPrqmRtH67UEXVMSVaM+20/4vI6wrR98BeFbzVnUqt2yXAcAtFXGj3UHUcY+kmE+1i0VO5BIu+9vkTYbK+Nr27ciPZ+t+JkdfmyRHxd6nJcKATJKjQDZjzxU7vqqmPTVMzeO1msJuqbmOB/V4MZIe/ZI27b5az8R9jq6CdP6wXcf5nZzFrVqtyzXAQCb0Ecy+hx5e1yifKxbKvZHoqnK66zMlZq92vdX4md2mX5mB1GWTU/xeQTIKDUCZMdH4Pjud0tXr8Zfy8yMu82q76/kp2eu5LfitduamuN8VoNv3y7duiUtLflrPxH0OoII2/ohiX7SWfYv9qks1wEAn0cfyfhz5eVxiRMWSsUOZsr4fPpSxj/jZWg/EVUZn88gevnPeBk2PcUGBMgoNQLkfG0cJ7nwUcq276+PnrmS34rXbmtqjvNdDV6tSiMj/tpPBL2OJCTRTzrL/sU+leU6AHTQaxVtZa5O3EoZK1Z9fKxbKvZHw3ulOjHKz6kyVaz2at9fiZ/ZZfqZHQYVyKVDgIxSI0DOR/uJpvXhY5TA0mfrhre8JX4Fse+K107zRe2ZHGY9PttPBL2OJGTZTxoAMtFrFW290EeyXdBWxj6SPoNTqdgBVdlf13F+TpWhZ24ZriGqsr+2Oynjz+woeBxKhQAZpUaA7PgKHPfujdfGYn34GDaw9N264dQpaXo6/Ngo19BubDud5ovaMznseny1nwh6HUnw3YcZAHKtTBVtQaoTe6FSs13Q9qrXla+KK4mPdUvF/oh8Was0ffycKvLPujJVUYfVCz+z26HydqNekkMbngAAZfRJREFUr8QukTQD5FckNTGArZ044Ween/u5+/1/w5qZ2RjY7dvXfa71Y1ZX/bXhuHPHhdFhryXKNXQa2067+dqNC3PeMOvp9joJ+joKeh1JCPu6AoDC6vQfspdfct+/U6CPWdx50v1n+xPvd7ft1u7rP6B5fnxar7G51qV/nWwQ0TzXs48le44m32FC83GSXKDwige2Pj6vwcP2Q8HW35TX61jP18+p1semCNcuBX+t5/nnUlS98DO7k2cfK9fP7LjC/mzrpih//hELATKQEZ+BY9Qwut24MIHlyEj8a2iamXHzhb2WKNcQ97hO4+K+KdBu/Favk7Cha9DrSIKvIBwAcqvbf8yL9B/uTqHp+rUnFTjm6fHZKmi786RkXpns+V/xgKv+TlpSH2cOGiJnETw8d9VtJvVcgI/xBQ1aihCg+P45tf2Qq7j8ine52zxfuxT+tZ7Hn0tR9cLP7K288e3+wtJO0vqZ7YuvELkIP/vgBQEykCFfgWOUMLpT+Bg2sPQV/EW5lijX0G1sO/v2SUePut8fPdp5XJw3BbZaj6/AOuh1JMFnEA4AuVOmirYg1YlJB455eHy6XaP9rLtNKkRu/oc86Y9CP3c1uV6Y0v3n9FXD7YOKLIKHINX1rboFLUUIUJL6OfX6B6Wvf1/+P7Yf9edWnn4uRdULP7O7ef1evxW3rdL6me1b3BC5CD/74A09kJG6svRA9rV53E/+pPSRj4Qf29r71mfv37D9cuP2c456LVGuIcjYdup16fZtaccOqa+v83FReyF3W0/rYxx1w7mg15GELPswA0BiytQjNci1NAPTZoCahKz7SIZ5TpN4PNJ8fXzsXS5ITdpXvMuFjFlvMBm3b29R+/6W6edUFL3a91ei928rev+21+s/IwqMTfRQamUIkH1uHvf610vPPRd+XLvQLWiQGyR8DBNYxt1ALsq1RLmGMGPjCBuoB1lP62Nc1NDVVxAOALlQpp3sk9yVPYpm4Ji2KI+DzxA57ddFFuHSc0+v25wxxcBpq+c2aoictz/H7ZTp51QUSWwOWaTHI+03iYqgl14TQTbDbQrzuOT9unsIm+gBOedz87jnnpMOHAg3ptNH/n32/g3TLzeJ1g0+euYm1as46nnjHJ9l+wmfsuzDDCAFYfqKFl3c/4Dm6aO/eQuPs+ojGfVx8NXOIov/kGfxse4sWh747P1bpL6/Zfo5FUWv9/2V6P3bTq/0/g3brqdM/d5b9dK/TxNEgAxE4HvzuJ/5mXBjOoVuPnv/hg0sfW7k1zx/3J657eZIo9+ujz7O7TzyiPTMM+62qMoShANoI0pf0bzq9h+NMu1kn8fwOIs+knEfh7ghcpb/IfcVprTKS8iQRO/fIvT9LdPPqSjo++vQ+7e9svf+DbIZbjtl6Pfeqkz/Ps0YLSyQujK0sJDit21oarYi8NV+wmfv37D9cn23bvDRMzer1g8++jiXVZZ9mAEkpKh9Qdvp9vH0MvVPzGt4XOTHIUo7i7z8WSnjx7p7ta9nmX5ORUHf3816/TXRSRl/Rvho11OWf9eV5Tq2QAsLoADitG1oWl996qv9hI/K3aa+PmnnzuAhn+/WDT4qiLOqePVZDV42YV9XQCH08kfjOv1HpWhVWlL3ip0yVbQRHju+H4ewlchpXne3n1Nl+1h31Oe2iD+71ivTz6monn0s+Z9tL7/kzlMUvj9pkJc/53GFfVzyft2+2vW0Pi55v+52yvTv05ygAhmpK0sFsuR/8zgfG8dtta40ql19buQn+akgzqri1Wc1OJBbYTbnKKuibajkU5CgoiiPSbeKna/5Wel3/2k5KtoIj50kH4cglchpXneYn1Nl2HTNx3Obl2sJg8pbh8ehs174sxHl36Zl+PdMEpvgZbXpaVxleD4DogIZKAjfm8f52Diu07rSqnb1uZGf5KeCOKuKV5/V4Pj/t3fecbNU9eF+znvv5YKAqIAigiIIFsReYiL23rvYIupP0Qj2GGM0xmjU2GJsKcYWS4qJBbD3jr2AxoKKgIoKSJN6ec/vj3PGmbvMvu/uu7M7ZZ/n8/l+dndmdnbOs7Nnz3znzBnpJI4ptvEx5obAPMYVbYtJeux885nD6NFm8jhx+lfm66FIHK/sUD+/reQxrP+b3GhPxa4cjC/z2L/2vE0s67i/k1wNtQxj/26kbdr3sX+nrfcmrd/6MN77KENqn3YME8giM9LkzeOaTDiOrn+j2zkt8xi6oc83jxvnfVHfh8jcWObEacEyXxo3rwOVNpi4LKvz35Z538l+3knTaWnzgHwRibZ4CVz1bpdNSLSZPC5oOoncleRK0ydIulx31bHfI+eXNC2Ydz21EeoSp0O/OeQo0yRO+36SaByztk3HeelbuSelb/XbJAypfdpBTCCLzMhGeiGvlUBtKuHY1ti/0FxP6oI+j5nbZm9wkbmxzInTgqbGmOsak/ReGtKBSpd64y6iR9sikqaT0vbYv4tKtB38V+2NIzlrPTVpkqkryRXH/l3OnrdrJU6XZdzfjSRO+3qSaBxNtU37NvbvrPVen+q39RhS+7SjOAayLJwhjYFcMO1YyOuNfTs6jvCk4wWP0tbYvzB+LOSNlqXPNDGOs0hnWKIxxcYyjzHmusAkY6QOaezELiaPm3YyOg7kIsYFDVsgBFi9ePwyXRn7d577wOhnLXocySbrqfXGB+/C79kxb7dnHvt2V77rKnXlrNvOIf13jTLr73MI7bp5lKEPY/82+Tvv+ne8HkP+ja+DYyCL9IxpeiFP0vu0qeEn2uy569ANJW32BhdplKGOKTZJr9uCoV4aN0nvpSGNK7oMyeO6XnmL6J1426PhNh/oxjiS6+3Xi7zEfZHjSDZdT/Xhsu5lHPt3rf+uZeh5O02P06GO+9vE1VDLMvbvtG2Pro/9u+zD9VQZUvu045hAFmmIJm8eN4SEo0M3bE+fx3GWAWPidLoxA4d6adwkB+FDOlBZluTxuMTpIpKmXUg4TppcGlqibV71VNcv6162sX8n+e9qat/u2ncNG0ucDm3c3yYTp12oszfCUNum6+FwPSVDap/2AIewkIUzxCEsCsYN21AwzfANbQ4/0RQO3SCDZfSy8D4yyXAFdctOS5cPPia99HXcstPSRReTlCtsSY/xkuY/f9FOljF5PO4zF3Hp6zT1TJNs5HLmIfzGF1GGLl/WvcghSdpkmv+ucctPSpfKXTDr8CxDGIZqI9/ptMNZdLXsBUPbryfF4XpKlqXOXweHsBDpKU3ePK7PN44rGEJPahlhmh6rQ2WaHqtdZZqbrQz15hzTXPo61EvjJi1XvGQ+yWMonZz+1fmsv8qyJ49hPj2R1yrL3ndLB6EHHZUeu5I8huZ7Ird9sLmoeqrLl3UvckiSttjIjcKG1PO2iR6nfbs55CjzvBqqjTp7Iwy1bToJyzhcTx2nf2W+bbpFtk97hAlkkQZZayzkZR2+YTBDN5g4HUbidFY2cpfrrmHidLok21AvjetSMnURByrzPtCYhraSxwVNJpEnKUufxv7ta6JtqPXUOJZ17N9Zxrud1kuXyl3QZOK0r+P+LiJx2uWTRDDctumkLNtwPeMwkd4KJpBFGmZQN49rIGk6hJ7UJk4ZRuJ0VjbS66drmDidLsn22fukGNoYc11KHkPzByp1/12LONAACOv82bWdPC5oIonctQRLU8mlviXalm0szGUd+7eJ8W773PN2HonTvo37u+yJUxhu23QaFnEz3Nu8v7snEApMpLeCCWSRhhnMzeNMmiZMnA4jcTors/T66QomTqc/8BjK0A1Vupg8bvJAZdx/16IONG78qsX3aGsicdq3pOkoTSeX+pJoW7ZLeKdpk/V9SJIqTQzbUNDHnrfzTJx2/eaQBSZOl+9k2Vosw3A962EivRVMIIvMgdHexr3rfWzSNGHidBiJ0zqm6V3fRK+ftjFx2r3EKSz+0riuOWj6QGWt/65FHWhc56mL7dHWZOK0L0nTUeaVXOpDom2ZLuFd1rF/5zHebZ963i4icdr1cX9NnC7fybJJGPJwPZNiIn3hmEAWmQO9vnmcSdPEUBOn0zCExGkd0/Sub7LXT1t0LWkIJk4LFnlpXNcczDt5XNDkeL/jGC3Lonq0zSNx2oekaZV5J5e6lmgbPfm5LJfwLuvYv/Mc77YPPW8XmTjt6ri/Jk4Ty3SybBqGOFzPtJhIXygmkEXmRC9vHmfSNDHUxClM3vN2CInTOqbpXT+PXj+LpmtJw4JlTpwWzOPSuHG/7645WFTyuGCeSeRxZZl3j7Z5Jk67ljQdx6KSS11JtNWd/FyGS3iXdezfRYx32+WetyZOEyZOE8tysmwjDGm4no1iIn1hmEAWmRO9u3mcSdPEUBOnMHnP2yEkTuuYpnf9PHv9LIquJQ0LljlxWjCPBuq43/e8D8KnZdHJ44J5JJHXK8usPdoWvV+v5ajtg6pRF4tOLrWdaFvr5OeQL+Fd1rF/FznebVd73po4TZg4TSzDybJZGMJwPbNiIn0hhBhj29sgS0YIYR/gFIBTTjmFffbZp+UtGjCnfyU1jPZ7ZPrjHcdGGqp9qWSrZVtvm2dpsHfdR13Z6ra5iYOWLrqYpFzFdkNzB27zdjHuN75sidO63/iyOhj9nF9+MCWVu0BbyeNx29DlOn/cfn36V9IJgnnu1ytbU5J0j1ukBOof6piWDqzrXCxqvz7oqJRca5O19tN51Xld+B+f1+9z0vZQW8zzv6tL5VyPRdd1XcZ9omQeLvrmYC2m8TOkclcZcl5jDKeeeir77rtv8XLfGOOp8/oseyCLDJVl720KixmuoKDLPibtebuIyyXbYJoeip+9T4pF9PqZlXG/8WVOnBa+f/Ca5XVQULjY5YD5916ahC4kj6GZnpuLTB7D9tu86F55bfdOHOdiEft1F3rltTE8SxcOpJd17F+HbSixx2nJkK8ymBbHu12bPg7X0zR9Hve+B5hAFhkikyZOTZquvey0dNHHpAefx794cZdLLpJpv9t4SYommYcLE6dr/8a/+czldlCwehF8+zlw8PPmdxAetqRYi64kjwtmSbotOnlcsGyJU1jbxbz36y4kl9oYnqULB9LLPPavwzZsj4nTEhOnJUM6WTYP+jRcz7wwkT43HMJCFo5DWMyZZb3UsUpbwxWMrrttH13oiToPF/McmmWeNHWp5JrlWgFWZ1t/07SROO0abTtY2ZqSbd978XzqOpjsf2dS1vqNz+u/a5r/jUUnj0e3YR7fZXX9ffn/mvd+3bck6qxtvL6Wez26UK5JcdiGeoZ8zDItQx1qbiN0eRiqLtD14XoWwaR5kZ7jEBYisjGG2tt0HjfBm8dwBdV1z8PHPG8GOC+avlxy3kOzzJMmev2sWy6Txwthkl63BV1wsHpRSrI12WOzWq5xPT02Uva1fuPzvLFU2z12pvnvavq7LOjKwVSbLrrgoI3hWfpc7vXoyhVRk+CwDfXY47RkCFcZNEVXh6HqCl0ermdRNNk+FcAEskh3mSZZCNMdcB3//P400CdNGBbLtj1cQUFbidNi2bYTbFWaulxyUUOzzItZLwvvQrn6ljidBytb4bZHp2j60rhJ6v1ZkktNJdvqytXEgcpav/FFJJfaOtDo2gmBNmnTRRcctDE8SxfK7di/JQ7bUI+J0xITpyV9PFm2SLo6XM8iMZHeKA5hIQvHISwmYNzd1ydZvm2avDRumktvuuSgShN3cO+7hyb2iTaGZmmSWRsrXSjXNMO+TFPePg1JMlquJi+Nm6Teb+rS1Vku+1+vXKd/tfJ9TvGbX6tsxUmLeZ3wg+3rqWn/g2dh1ktwmxjCoSsHU2266IKDNoZn6UK5IZ04+9Hr5/85TbTJFoXDNtTT1+FZ5sG0Q1kN0UFBF4ahkm6z0fZpD3AIC5FlZtJeluOWb5t59Tatrn9eN8FrmiZuRNR3D01cLtnW0CxNMa7BOulVBl34XicZrqBu2fXo05Akk/S6XWvZtZik3m/yxlIb7bE5Sbn2uEVK0DSVPIb5Xi1SUP3vWlSPnSZ6m87a+7YrB9RtuuiCgzaGZ+lCuQv2e+T8hm0oaKJNtkgctqEee5yW9Okqg3nT9jBU0n020j6Vy2APZFk49kBeg2l7iXQhqTLKvHubVj9nXjfBa4ImGip997AoB11mkp6ka3nqQvmn6Q07bfJ4kvd32UHBLD1WJ6n3YT43lpqmx+a8Dr668P1Cs1fPTELTvQs30vu2KwfUbbrogoN5/gbG9UTuQrlHWZSHvuGNwuqxx2lJH64yWBTeOE6WkEX2QDaBLAvHBPIYpm0IdeWgu8qiE4aLuKx5I9R5mPQy/YK+e1hrX+jTkAWzMGvitQvln1fitE9Dkkxaro1cGjdJ+eb5+5402bYMyeNFHlzOo9x9TJxCuy664OD0r6SrL+b5G6ieHOn6Jbzz2h/a/p5nxWEb6jFxWmLitKTrJ8tEGsYEsgwaE8g1TDuGVRNjHjbNWpfpT5o47UoyYRbWSwT2bUzrjTBpj9qu97ydhY2MYbssidNJT5Z1oZ6b54FHF75jSGW80d/Dt/9isQfhXSp/35PHBX1KnEK7LrriwLF/L4tj/9bjeLf1mDgtMXFa0vWTZSINYgJZBs3SJJCXpZclzH6Z/uiyfWXSXqTLmDiFfvW8nYVZboA29MRpn77bZUgeFxx0FOx9j8UdhHel/Is+wF5Ub9M2TghMS5suuuIAFt8DuS80dcPQrnzPTeGwDfWYOC0xcSqydHgTPZG+06cbQ83KpMmytW4GOFQP09wAb63l+8JGEuOjLrroIGwphxFYj1mSx5DmH/98k8eLImyqn75MyePixlKjN6AZ+n7QRpLhpHfOv9yrF8F5P+n+TdPactElB5A6GDRxo7RxFOXtWyJp1hvIde17bgpvFFbPom582ge8UZiIzBETyCJNM2nitCsH0bMwbbKszsVQPaxXrj4kTqdhll7VhYvjX9w9Bytb4bZHp9joXa67+N0uOnHaRQcrW+HGr1pskq1rHkaTS/M+CO9K+dtKsuz3yPklCgsWfUJgoyzaRZeTS7MmS8fRte98Wjbqpe/lXo9xXoZe7vUwcSoiMnccwkIWzqCHsOjT+KazMutl+rd5f3reRQ/T3LRq1iEYujJkQR1NjKfZ5319tFwbuVlLF8u/6Mu6u+qgrj5exuTxEMb+nYa2kyzzHvf3Mjdw7fDlzIt20XUc+7cex/6tx2EbREQEx0CWgTPYBHKfxjedlSaSZdMkaRfJNMntIY7fWzDpCY9lSR4XTDOmdRfLv+jEadcdFMw7ydY1D0Mc+3cSupJkmcf+0JWyTYsutsexf+tx7N96unyCSEREFoIJZBk0g0wgdy05sBFm7W06FAez9DgdggPwZoDT3PCxT7+HRSdO++Jg3nTNQxsOvn5UuidAm3QtuWRv0xJdbM8sPoZQ/nFs9GS2iIjIgPEmeiJ9omvJgY1QNLwPed7Gbs4xJAfVsk0zztwQHMD473ia8TT77GKSg9D1xtPsYvnHlWteYwb2ycE8Of0r3fIw5LF/wxZY2aF+XheTS02Ne9vFsk2LLrbHsX/rcexfERGRVjGBLDILXUySTMtow3vaBvoQHVSZJHE6BAew/kHYJDci6qKLla1wyIs2fhO8OsYlXrta/kUPV7DsDgpOemd3PLSZZNnjlvO5SVhBcbPL23ygX8mlWROnXS7btOhie6b1MbTyj6PrN4cUEREZMCaQRTZKFxNF0zJrb9MhO6iyVuK0yw7ClnKs6fWY9CBsrR6rXXQxa+/6aTBxmuhS0hTaTTAsouftJHQhydJUL9NRqmXrY3LJ3qYlutieSX0MtfzjmORktoiIiDSOYyDLwhnEGMhdTJRNyyQHHGuNj9pVB9PcnG/Wg66uOoDZbwY4LV100cRYztPQhXFeq7SVVOjKDdOgG4mVef42JqnvuuCgyiLGu+3jjaWm8dK177RpdLE9jv0rIiIiY3AMZJEu09VE2SSX6FeXn6W3aRcdQHkZ822Pnn+PnS72Ni1Yq0feWstulC66aGIs52npSm9TGP5wBU0PSTJP5tnzdr36risOqixivNt5je09T+xtWqKL7XHsXxEREekAJpBFpqGLidNJL9EfXX5oidNFJ027dpl+waw3A9wIXXPRxFjOG8HEacm8hytYxJAkTdK0j0nqu645qOJ4t/Us4r+rL+hie/o4PIuIiIgMChPIIpPSxcTppDfAG7f8RuhashDaSZp2qbdpwaw3A9woXXLRxFjOs2DitGSeSdO11t8lB1Xm2fO2j8klx7utp2/79TzRxfY49q+IiIi0iAlkASCEsCWE8JwQwvdDCBeFEH4ZQnhNCGG3tretM3QtcTrpJfrrLT8tXUoWQntJ03n3Np2WScrW1563k9KVpIKJ05J5D1fQt8TpPHve9jG5NK2Prn+/TdG3/Xqe6GJ7+jg8i4iIiAwCb6InhBB2AD4I3ClPikDIz78DHBpjPLfBz+vnTfT6dmOo6nAbTR9wtX1TqIJJyzXPGyrNw8XKVjj4efC9F/frJkJtuuiKgypN+FirXPP8jTfNLC4mKVvfbpq2ER9d/45nYRIfQy7/OPq2X88TXYiIiIhchkXeRM8EshBC+GfgCOBS4C+AfwJ2Al4DPBJ4Q4zxyAY/r58JZOjGGMjTHET3MXF6m/en531KJjTpolquPiZV2nDRNQdVTJyWmDTdnml8DNlDQV9/4yIiIiIiLWECWRZGCOFg4Luk4UyeE2P8+8q8LcDxwEHA9WOM32/oM/ubQAZ7WVaZV7JwvXV3zQPMr7dp3zzAYl101UEVE6clJk23p48nieZJX3/jIiIiIiItsMgEsmMgyxGk/eDXwKurM2KMlwCvJQ1n8YDFb1pHmdf4pn26OVbBIm8KtdayXWBeY5v2zQMszkWXHVRxnNeSSV0M2UGVRdz4tE/09TcuIiIiIjJwTCDLbfLj+3PCeJQP5ce7L2h7+sG8EqcmC9ded5c9wMZdrFeuvnmA+bro243CwMRpFZOm29PHen+e9PU3LiIiIiIyYBzCYskJIZwH7Aw8Osb472OWORvYFmPcfcJ1rjcmxV7A16CnQ1hUmdf4pn26OVbBPC/T79M4rzC/y/T75gEcsmCUPg5JMi8crmB7+ljvi4iIiIhIazgGsiyEEMKOwAX55a1ijMeNWe5E4ABgtxjjOROsd+KdqvcJZJhf4tRkYb9xbNMSXWyPidMSk6bb08d6X0REREREWsEEsiyEEMJuwFn55XVjjD8Ys9zXgJsB14kx/nCC9S5XAhlMnFYxWVhib9MSXWyPidMSk6YiIiIiIiJTYwJZFkIIYRfg3Pxyvxjjz8cs90Xgj4Ebxxi/PcF6l2cIiyomTktMFpbY27REF9tj4lREREREREQ2yCITyN5Eb7m5oPK87gZ6Bav58XKTrDTGeOpaAZy20Q3uNN4YqsSbQpX08QZ480IX27PHLeBmrzV5LCIiIiIiIp3GBPISE2O8FDg7v9x7jUWvmB/DfLdoAJg4LTFZWLL33eBOn4ODjkqPy+igQBciIiIiIiIivWJz2xsgrXMycAhwTeDrY5a5Sn48byFb1HeKxKnjm5bJQi/TT2Vf5vJX0YWIiIiIiIhIbzCBLF8nJZBvCrxndGYI4VrAHvnlKQvcrn5j4rTEZKGIiIiIiIiISG9xCAv5eH58SAihbn+4U378eYzxzAVt0zBwfFMREREREREREek5JpDlA8BZpCEsnlSdEULYEXhGfvnBxW6WiIiIiIiIiIiItI0J5CUnxng+8Ib88jUhhKeGEHYNIVwbOBY4ENgGvK6tbRQREREREREREZF2MIEsAC8CPkkaE/s1wDnAD4A75vl/FWP8QTubJiIiIiIiIiIiIm1hAlmIMV4E3B34G+DsyqxfAYfHGF/exnaJiIiIiIiIiIhIu2xuewOkG8QYLwFeGEL4e+D6wMXACTHG1Xa3TERERERERERERNrCBLJsR4zxQuDrbW+HiIiIiIiIiIiItI9DWIiIiIiIiIiIiIhILSaQRURERERERERERKQWE8giIiIiIiIiIiIiUosJZBERERERERERERGpxQSyiIiIiIiIiIiIiNRiAllEREREREREREREajGBLCIiIiIiIiIiIiK1mEAWERERERERERERkVpMIIuIiIiIiIiIiIhILSaQRURERERERERERKQWE8giIiIiIiIiIiIiUosJZBERERERERERERGpxQSyiIiIiIiIiIiIiNRiAllEREREREREREREajGBLCIiIiIiIiIiIiK1mEAWERERERERERERkVpMIIuIiIiIiIiIiIhILSaQRURERERERERERKQWE8giIiIiIiIiIiIiUosJZBERERERERERERGpxQSyiIiIiIiIiIiIiNRiAllEREREREREREREajGBLCIiIiIiIiIiIiK1mEAWERERERERERERkVpMIIuIiIiIiIiIiIhILZvb3gBZSjYVT371q1+1uR0iIiIiIiIiIiK9YySntmncck0QYozzXL/IZQgh3Az4WtvbISIiIiIiIiIiMgBuHmP8+rxW7hAWIiIiIiIiIiIiIlKLPZBl4YQQtgKH5Je/BS5tcXPq2Iuyh/TNgdNa3JY20UOJLhJ6SOihRBcJPST0UKKLhB4SeijRRUIPCT2U6CKhh4QeEnpYn03Anvn58THGi+b1QY6BLAsn79Bz61Y/KyGE6svTYoyntrUtbaKHEl0k9JDQQ4kuEnpI6KFEFwk9JPRQoouEHhJ6KNFFQg8JPST0MDE/X8SHOISFiIiIiIiIiIiIiNRiAllEREREREREREREajGBLCIiIiIiIiIiIiK1mEAWERERERERERERkVpMIIuIiIiIiIiIiIhILSaQRURERERERERERKQWE8giIiIiIiIiIiIiUkuIMba9DSIiIiIiIiIiIiLSQeyBLCIiIiIiIiIiIiK1mEAWERERERERERERkVpMIIuIiIiIiIiIiIhILSaQRURERERERERERKQWE8giIiIiIiIiIiIiUosJZBERERERERERERGpxQSyiIiIiIiIiIiIiNRiAllEREREREREREREajGBLCIiIiIiIiIiIiK1mEAWERERERERERERkVpMIIuIiIiIiIiIiIhILSaQRURERERERERERKQWE8giIiIiIiIiIiIiUosJZJElJoRgHYAeCvSQ0EOJLhJ6SOihRBcJPST0UKKLhB4SeijRRUIPCT2U6CLRBw+d30ARmQ8hhJUY42p+fqMQwh5tb1Mb6CGhh4QeSnSR0ENCDyW6SOghoYcSXST0kNBDiS4SekjooUQXib54MIEssoSMVFBPAL4JHBVC2KHdLVssekjoIaGHEl0k9JDQQ4kuEnpI6KFEFwk9JPRQoouEHhJ6KNFFok8eTCCLLBkjFdSjgH/Ms34WY7y4vS1bLHpI6CGhhxJdJPSQ0EOJLhJ6SOihRBcJPST0UKKLhB4SeijRRaJvHja3vQEishhCCAEIlQrqEcAbSfXAI2OM7y6WizHG9rZ0vughoYeEHkp0kdBDQg8lukjoIaGHEl0k9JDQQ4kuEnpI6KFEF4m+erAHssiSEBPVCuqfSBXUwyoV1NYYYwwh7BVC2L/FzZ0bekjoIaGHEl0k9JDQQ4kuEnpI6KFEFwk9JPRQoouEHhJ6KNFForceYoyGYQw4gBcAzwauk18/EDgbuAC4PbALcCNgpzx/f+BE4E3AXm1vvx70oAdd6EEPutBD26EHXehBD7rQgx50scweWhdoGMb8ArhJrnBWgW8DH8wV1O+BBwBXAX4KfAS4GrA38MO8/L8Am9ougx70oAdd6EEPutCDHroRutCDHnShBz3oYjk9tC7RMIz5BbAf8LJcMW3Llc95wGF5/i2BX+fpxwI/z89fAWzNy4S2y6EHPehBF3rQgy70oIf2Qxd60IMu9KAHXSynh9YlGoYx/wBeBFwEnAs8dGTeIcBPcuW0CvwbsEOet7ntbdeDHvSgCz3oQRd66ELoQRd60IMu9KAHXSyrB2+iJzJAQggrleePAJ4CXAI8Icb4X3n6TnmR7wNbK2+/IrBnCGFzjHHbgjZ5LughoYeEHkp0kdBDQg8lukjoIaGHEl0k9JDQQ4kuEnpI6KFEF4lBeWg7g20YRrMBrFSePwI4hzQo+70r07fkx70ox+H5D+BH+fl7SYO3b2m7PHrQgx50oQc96EIPetBF26EHPehCD3rQxTJ7aF2oYRjNRU0FdRZwPnAX0tmrJwLXzvP3qFRQr8zT9gV+mad9IE+7FnCXtsumBz3oQRd60IMu9KAHXehBD10IXehBD7pYNg+tSzUMo5kYU0H9HnhYnnYMaaydFwA3BH5cVFDAjnmZe+RpFwMPI50FOw14bZ7f+cHr9aAHPehCD3rQhR70oAs96EEXetCDLvTQYLnaFmsYxuxRrTzqKqg8/Rl52ipwRn58BeUlEw+jHKz93sCVgV/k1x9ijUsmis9vuzLXgx70oAs96EEXetCDLvSgB13oQQ+60EPDZWt7JzMMo7kAHgmcTbo04iF52ubK/GeTBmy/FDgO2C9Pf2hNBfWr/Ppc4CtUzqKNfObewFHAjm1X1nrQgx50oQc96EIPetCFHvSgCz3oQRd6aLhMbUs1DKOZAPYBPpYroOOBm47MvzLlQOwX5MenA09ao4J6KfB/wHnA/sAmyjNam4GDgU8Dp7Vdfj3oQQ+60IMedKEHPehCD3rQhR70oAs9zKFcbYs1DKO5AO4JfCFXMB8F7pynX6NS8byEdFbq7ErlVFdBPT+/9x2kM2MHVD7nCsBDgK9XKr292y6/HvSgB13oQQ+60IMedKEHPehCD3rQhR4aLlPbUg3DmD3YfpydOwKfqVRUdwWelyuSt1SWeyrlJRX3Hamg/qqy3LvztOvl1/uRzn79kjSg+weA/dt2oAc96EEXetCDLvSgB13oQQ+60IMedKGHOZStbbmGYTQTIxXVHSoV1XuAxwKHVZfJy/0F8EBgD9IdPS8Enj2yzJvzeu4O3An4bn59AvAs4Mptl10PetCDLvSgB13oQQ+60IMedKEHPeii7Riqh9bFGobRXNRUVJ/PFcp/AX9UmVcdvH1/4NS83MdzZbQXcEPgQNJdPldzpXdJfv5u4CBga9tl1oMe9KALPehBF3rQgy70oAdd6EEP7YcuhuuhdamGYawfwBWBPyVdorDLOsuOXjLxpVyx/Ddww5Flbwr8Ns+/KD8WsY10GUR12n8Cj9KDHvTQHQ+60IMedKEHPehCD3rQhR70oAs9zLXsbe6AhmFMFqQxcVaB9wM3rkzfAbhqzfLViuquwDfy+/8N2DdPvy7lHT//ErgX8HjgTcD7SGe3fpLnnwTcHtihst4VPehBD+170IUe9KALPehBF3rQgy70oAdd6GGuZW9jxzMMY/IgnalaJQ2M/qCReUfl6YfWvK9aUd0L+GFez8uALcBm4BPAa2veuyk/viS/5xHj1q0HPeihPQ+60IMedKEHPehCD3rQhR70oAs9zL38bex8hmFMFsANgO8AlwKPH5n3QMpLG44c8/6VyvOHAGfk5Z+Rp22qzN9cfQ9wbeB00oDs18rT2vrD0oMe9KALPehBF3rQgy70oAdd6EEPutBDGwn0tnZCwzDWDmBf4B25Unn+yLw754rrfOCoyvRNI8sFtj/b9f/y+laB+6/xvl2Af8jL/bUe9KCHbnnQhR70oAs96EEXetCDLvSgB13oYWEe2t4hDcO4bJAGZn9+riRePzLvDrmCOgt4Ys17V4D7jk6rPP/LvN5fALcaWa64POJGwMnAlyvT2rhERA960IMu9KAHXehBD7rQgx50oQc96MJ9os19oo0PNQxjfAA7Ao8EzgT+a2TeHXMFdQ5wxMi8KwMPBT4FnAtcfWR+taL611xRvYs80HtRGeXnnyDd5fMx+XUbFbUe9KAHXehBD7rQgx50oQc96EIPetCF+0SL+0SM0QSyYXQtckX041wZPa6oXCoV1JnAwyvLXw+4B3BcnrcKnAYcULPukB9vRhq/5wzgbiPLvCqv4/3A7nrQgx6640EXetCDLvSgB13oQQ+60IMedKGHhftoewMMw9iu8rgx8DPSWazzSIOk37FSQa2S7tj5dOCNwDHA7yjHzvkm8E/ALdf5nC3Ay/N7vgxszdNfmKedB+ynBz3ooX0PutCDHnShBz3oQg960IUe9KALPbQZrW+AYSx7UJ7F2i9XQKcCjweekSugkyoV1CmVCmkVuBD4ba6wjgR2A3bM66te9rBrzeftlj9vFXhsnvZg4C+Au+tBD3po34Mu9KAHXehBD7rQgx50oQc96EIPbUfrG2AYyxxFRQLsCRxPGh/nSGBLnv5ayjt6vg3YH7ghcGvSGbG9gM3AJsozWCtF5Nf3I136cGDN5746V1L/oQc96KFbHnShBz3oQg960IUe9KALPehBF3roQrS+AYaxrAFszo+7ki5vWAVeQD4jBdyG8uzWhbkSu2/l/UUldHfgP4F7ViqoosK6R37/74BDa7bhzpSXVxykBz3ooRsedKEHPehCD3rQhR70oAs96EEXeuhKtL4BhrGMUalELgd8NVcU/whcPk+/S6WC+gnwTOAs4AfA4ZUK7i7AyXm5542s+255+hnAkeO2A7hzfr4yj7LqQQ960IUe9KALPehBF3rQg78N9wk9dMODLvSwIVdtb4BhLGuQLm/4XK5I/gO4Qp5+51xBnUU6u/Ub4FqkwdnPBU4EDsuV0EnAtryOP6O8/KFaQR1e+cyxFVFRuelBD3po34Mu9KAHXehBD7rQgx50oQc96EIPXYnWN8AwljlyxfMXwO75dXF261zgJcBppEscdgH2AZ5HGpj9W8BPgd8DF+cK7Rp5HVNXUG2HHvSgB13oQQ+60IMedKEHPehCD3rQhR66Ga1vgGEsY1QrDMpLHu6WK6izgceQLmE4CTi+suxW4A3Aj4ALgJfn56fm+ffqUwWlBz3oQRd60IMu9KAHXehBD7rQgx50oYduR+sbYBjLGlQuS6hUUOcCR+RpVyBdAvGpynKHAj8HLiKdIdsZOA/4FPDgPlZQetCDHnShBz3oQg960IUe9KALPehBF3robrS+AYax7AE8LFcu5wFPqkwv7sL5uvz67pSDsj8rT7t9fn1m5fGRlXX0poLSgx70oAs96EEXetCDLvSgB13oQQ+60EP3ovUNMIxlD+AfcgXzjJHpf5qnH5rjF/n1M0eWO4F0huwS4G2Ul11sartsetCDHnShBz3oQg960IUe9NCF0IUe9KALPczgp+0NMAwjAtyx8nwzcDng47lSenh+/MPZrcqyf5ynn0u6pOIU4HDgSm2XSQ960IMu9KAHXehBD7rQQ/uhB13oQQ+60MPMbtreAMMwygB2yI9XIw3S/qX8+rnAS0eWLe7oeTrwROCVpLt+ngo8Fti57fLoQQ960IUe9KALPehBF22HHvSgCz3oQRd6mNFJ2xtgGMZlA3hRroDeRWVA98r8ooI6A3hsnrYj5SUXJwKHtF0OPehBD7rQgx50oQc9tB+60IMedKEHPehCDzO5aHsDDMPYPoBrAl8mnbG6a562Qh50faSCOnzkvfsBP8nzX9B2WfSgBz3oQg960IUe9KCLLoQe9KALPehBF3rYeKwgIq0RQqj7De4NBODbwMkhhAAQY1wNIdwV+BDwO9KA7W+rrGs34FbALsD3gQ/MdeMbRA8JPST0UKKLhB4SeijRRUIPCT2U6CKhh4QeSnSR0ENCDyW6SOhhAtrOYBvGsgblWauDgFsDW/LrLcAOwNVGlr8HNWe3gE2ks2D3BL6Zl3khsEvbZdSDHvSgCz3oQRd60IMu9KAHXbQfetCDLvQwk6e2N8AwljEqFdTBpDNWPwbuSh6oPc8LlecPyJXPmSMV1Erl+X7A35HG2tm77TLqQQ960IUe9KALPehBF3rQgy7aDz3oQRd6mNlV2xtgGMsWlQrqusB3c+WzChxHzd05c+VzEnARcMToekaW3YF8tqzroQc96EEXetCDLvSgB13oQQ+60IMedKGH7kfIBRORBRBCWIlpvJzrAP8B3DDPOhW4b4zxW2Pe9yhgc4zxrdX1LGSj54AeEnpI6KFEFwk9JPRQoouEHhJ6KNFFQg8JPZToIqGHhB5KdJHQw/SYQBZZECMV1LuAG+dZJwH3jjF+L4SwKcZ46eh76tazsA1vGD0k9JDQQ4kuEnpI6KFEFwk9JPRQoouEHhJ6KNFFQg8JPZToIqGHjWECWWQBrFFB/YR0duv7y1D56CGhh4QeSnSR0ENCDyW6SOghoYcSXST0kNBDiS4SekjooUQXCT1snM1tb4DI0FmngrpPjPH/lqGC0kNCDwk9lOgioYeEHkp0kdBDQg8lukjoIaGHEl0k9JDQQ4kuEnqYjZW2N0BkyExwdmspKig9JPSQ0EOJLhJ6SOihRBcJPST0UKKLhB4SeijRRUIPCT2U6CKhh9kxgSwyJ9aooE5kiS6N0ENCDwk9lOgioYeEHkp0kdBDQg8lukjoIaGHEl0k9JDQQ4kuEnpoBoewEJkDE1RQS3F2Sw8JPST0UKKLhB4SeijRRUIPCT2U6CKhh4QeSnSR0ENCDyW6SOihOeyBLNIw61wacb9lqaD0kNBDQg8lukjoIaGHEl0k9JDQQ4kuEnpI6KFEFwk9JPRQoouEHprFBLJIg3hpREIPCT0k9FCii4QeEnoo0UVCDwk9lOgioYeEHkp0kdBDQg8lukjooXlMIIs0xDoV1P2WpYLSQ0IPCT2U6CKhh4QeSnSR0ENCDyW6SOghoYcSXST0kNBDiS4SepgPJpBFGsAKKqGHhB4SeijRRUIPCT2U6CKhh4QeSnSR0ENCDyW6SOghoYcSXST0MD9MIIuMIYSwWwjhriGE3ddZrqigrkv9uDq9rqD0kNBDQg8lukjoIaGHEl0k9JDQQ4kuEnpI6KFEFwk9JPRQoouEHjpCjNEwjJEgnVx5PbAKPBXYMm65/HgwcEJefhX4MXC96jJ9DD3oQQ+60IMedKEHPehCD3rQhR70oAs9LHe0vgGG0cUAXpYrm18A9xizTMiPNwR+VKmgfjaUCkoPetCDLvSgB13oQQ+60IMedKEHPehCD8sdrW+AYXQhgL0rz1+aK5vjgdus8759c6W0WqnUrp/n9a6C0oMe9KALPehBF3rQgy70oAdd6EEPutCDsZ3jtjfAMNoMYC/gscD/ArsCL86VzW/z9B3ycpvyYxh5/yHAO/N7zgMOydN7VUHpQQ960IUe9KALPehBF3rQgy70oAdd6MGo/Y7a3gDDaDOAO1GeofqfyvNV4DTg/3Llteca67g58EbgBvl17yooPehBD7rQgx50oQc96EIPetCFHvSgCz0YdVGMEyKytIQQ/ht4EHAp8EPgPcAtSJdAfAf4Pqky+8sY41cr7wsx/4BCCDvGGC8MIWyKMV666DI0gR4SekjooUQXCT0k9FCii4QeEnoo0UVCDwk9lOgioYeEHkp0kdBDx2k7g20YbQUQSHf0fC7prNaZ5EHZKS+L+BfKs17vIF8GUby/7TLoQQ960IUe9KALPeihG6ELPehBF3rQgy70MNRofQMMY9FB5TIGYH9gd+CnpEHWr1eZd3iunH6Z528jjalzo7bLoAc96EEXetCDLvSgh26ELvSgB13oQQ+60MPQo/UNMIxFBvnsVX7+XOBk4MnA13KF9Kg87wn59Y+B+wF3Ab4OnAt8Crhl22XRgx70oAs96EEXetCDLroQetCDLvSgB13oYdjR+gYYRhsBPCNXQr8Drg28Lr++D/Cn+fmJwP0r73lfnn46sP/I+nZsu0x60IMedKEHPehCD3rQhR7aDz3oQg960IUehhatb4BhzDuAywN3A66VXz+zUtk8KE97FfBS4COVCup+lXW8NE8/i5HLJPK8R1E5g9bF0IMe9KALPehBF3rQgy70oAdd6EEPutCDMfX31/YGGMY8A7gd8OFcuVwNOKJS2dxvZNnH5nknAw+sTH95nn42cMOR97wpz/sueRD3LlZWetCDHnShBz3oQg960IUe9KALPehBF3owNvQdtr0BhjHPyBXTb3JF8r78uAqcAXwAOCIv9/jKvO+TB2wHXrZGBfVved45+fELwNY8r1MVlR70oAdd6EEPutCDHnShBz3oQg960IUejA19h21vgGHMK8h39AReC1ySK5KzcuX0w/z6ZZSXTZwMfCM//yLw7koFdaORdRcV1LeBO1be919AaLvsetCDHnShBz3oQg960IUe9KALPehBF22HHoYRrW+AYcw7gMfkCuR84I552mbglpSXOZwI3IE0Js9H87RV4DzgpiPrKyqo44Gb5GnXBk7LleED2i6zHvSgB13oQQ+60IMedKEHPehCD3poP3ShhyFE6xtgGPOOXIGcBZwEbKE8+/XEXNn8sFqxVCquVeA75PFz8rxqBXWDkc/5VJ53WNtl1oMe9KALPehBF3rQgy70oAdd6EEP7Ycu9DCEaH0DDGPeAeyQK6JzgKvmaUUF9RO2v6PnK/L0c4Hj8vMvAjcD3pJfn1BTQR1eqdhu2XaZ9aAHPehCD3rQhR70oAs96EEXetBD+6ELPQwhWt8Aw5hnkC6H2Eo6W7UK3AR4an5+EnD/yrLFHT3PAfYDrgR8LE87rVJBHZyXD/nxicDP8vxntl1mPehBD7rQgx50oQc96EIPetCFHvTQfuhCD0OJ1jfAMOYZlYrkC7kS+XPS4OrnAA+uLFdUUNsNyg7sDZwKbCONufPY6rqBXfJ7TyINAH/9tsusBz3oQRd60IMu9KAHXehBD7rQgx7aD13oYSjR+gYYRlNBHj+n8jpUnn+RdKbr/qRLGu5VmVetoG48so435nmX5sfPAbcDtowsd6uuVFB60IMedKEHPehCD3rQhR70oAs96EEXejAa+17b3gDDaCKATfnxSuS7b+bXgTQ4+62A3Wre9wbKSyMOHJn3ljzv/Pz4s/z4ZeBQYPOYbQmzlkcPetCDLvSgB13oQQ/+Ntp2oQc96EIPetCFHowYTSAbA4hKBbUP8C3SJRFjzzgVlQhwA9JZq1XgGGCPyjLFHT2/B3wF+C3wSOCjefqXgNszcrZLD+2HHvSgCz3oQRd60IMu9KAHXehBD7rQg9Hg99v2BhjGLFGpoK6WK45V4JgJ37sCPIZ0F9DzgOeS7gr6r3k9JwAHUF5GsRtwdeAT+fUXgAcDO+pBD3rongdd6EEPutCDHnShBz3oQg960IUejAa+47Y3wDA2GpUKam/Ks1X/UZm/ssZ7izNdm4CnAWcAvwY+X6mgbpKX+R7wO+Cq+fVBlc/7DLCrHvSgh2550IUe9KALPehBF3rQgy70oAdd6MFo6HtuewMMYyMxUkF9qqaC2jrBOlby4xbgFXkdq8DxwA3zvP1yBfbe/Lqo3A4hDf5+Az3oQQ/d8qALPehBF3rQgy70oAdd6EEPutCD0eB33fYGGMa0UamgrlqpoN5Zmb+18nz/tSqsSkW1FTgWOBm4UfE5wDPy+l9dLF95zw560IMeuuVBF3rQgy70oAdd6EEPutCDHnShB6Ph77vtDTCMaaJSQVXPbr27Mr9aQb0A+CVwD9a4+2ZlnVu57N0+3w1cBNwivw6VeV24s6ke9KAHXehBD7rQgx50oQc96EIPetCFHoz5fedtb4BhTBojFdRncgX135X51Qrq6ZSXPdxuZD3Vimaluu7qfOBu+f2/BPZtu/x60IMedKEHPehCD3rQhR70oAs96EEXejAW/r23vQGGMS6AGwN/CvxJpTLZG/h0pQL6RrWCycs8Nc87H7jHyLzq2DpXqU6rWebZeT0v1YMe9NAtD7rQgx50oQc96EIPetCFHvSgCz0YC9oP2t4Aw6gL4AHAj3IlcUSeVr004iPAD/LzbwK75GWeDlwKnA3crbK+wPZnso7N7609ewVchzRA+ypwmB70oIfueNCFHvSgCz3oQRd60IMu9KAHXejBWOC+0PYGGEZdAPcHTs+VxJ8Cu1BeGvGuvMzBwA/ztK8CfwFcDJwF3LWyrtEK6u35PT8Grlvz2VcEXp+X+awe9KCHbnnQhR70oAs96EEXetCDLvSgB13owVjgvtD2BhhGXZDuqPm5XFGcAHy+WkHlZTYDNwW+l+ddSjozdavKMqMV1Nvysp8ErlMsM/LZlweOAP4JeFZeRyuDsutBD3rQhR70oAs96EEXetCDLvSgB13ood19Ytmj9Q0wjNEoKhXghbniuaCmgqoOyv7KvNwq8KPK9C1jKqiPAtfO09asfFr+w9KDHvSgCz3oQRd60IMu9KAHXehBD7rQQ4v7hBFNIBvdDeDOuVJZBY6pTK9WUEcBFwK/A07Oy34DuNLIuooK6sPAQXlabQVUnd6FSkoPetCDLvSgB13oQQ+60IMedKEHPehCD0Zr+0HbG2AY4wI4EPhVrlyelqftVJlfVFC/Be4EHMD2g7fvkJd7+6QVVBdDD3rQgy70oAdd6EEPutCDHnShBz3oQg9Ga/tB2xtgGGsF8IVcwRwD7FiZXq2g7lKZfkvg//J7vga8Oz//aJ8rKD3oQQ+60IMedKEHPehCD3rQhR70oAs9GK3sA21vgGHUBeVYOx/NlczXK/OOBC7KFdTdK9NDjhtQDt6+CnwCuHKxTNtl04Me9KALPehBF3rQgy70oIcuhC70oAdd6MGYJFYQ6SYxP36BNAj7VUMIu4YQngH8I+kM1/1ijB8OIWwOIRR39Iwxxu8CP6us66oxxt/k55sWVYCG0ENCDwk9lOgioYfE0nvIZQJdFOghoYcSXST0kNBDiS4SekjooWSpXdi2lFFMIEsniTGu5qdnkSqWqwI3AnYkncnaFbhxXnYbaUydbQAhhLcB9wCOI1VW1w0hfDOEcKUY47YQQm8qKj0k9JDQQ4kuEnpILKOHYrtCCJcLIYQYU1eOZXRRhx4SeijRRUIPCT2U6CKhh4QeSpbNhW1LWZfYgW7QhjEa5MsZgEdRXu7wJ6TK6TmVac8ded/b8vSPkAZuvzbluDvfBPbIy620XUY96KGujGtNXwYPI9u9SRcRYHN+vByVOx0vm4d1HC2Vh+K3AewPHA08oeJgZZlcuE/oQRd60MP65Vxr+rK4yNti2zLatpzC09K4wLalMcl+0vYGGEYR1DRwgMOAE4EvATfP03YFnlGpqJ6Zp7+5UkEdVFnHLSoV1beAvdsu6wbcDNrDen8alT+tQXqolh/YD7gV8ID8J7vT6HJD9TDipGiw7As8GtilOr2y3KBdUDbmrgmcAPwZsKVmuWXxsHWd5QbtYcTFfsBpeTs/WNQVy1JPsOT/G5VtW3P8wMr+MmgP0/hZVhfL5sE6wvZljQ/bltG25RgXS92+xLalMem+0vYGGMsXlQpqC7ADeRD1yvxqY2dP4NY169gReHqlovpmfvwwNXf0BA4FfpSXOQU4sCsexr0emTd4D7mM9wdeALwIuO3oH8oQPYzs748HjieNLbUKnAv8C3CroXsY42ZX4IekmzI8iZqG/pBdVH4b1yBd8rUKvGvMskP2UDRa9wdeAWxlfI+qwXqo2SdOydu3LT/ec1lcVDxcEbg1qffL3wC3A/ZcQg+7kBIiD8vxJ8C1lsXDiAvblmu8XpZ9giVvW+btsX1Z78W2ZbRtmbfL9uVl94mlbVsaE+4vbW+AsVxRqaD2Af4Z+DzwA+D9wEuBA9Z7b35eVPhPyBXP+aSzWwfm6aNnkgNwZ+CMvPzYz1mwj2sAz6kr4zJ4qOwP1yLdnfXCyh/P74G3A7cYqoeRP9LqmdvvAN/Izy/Kv4/rDNXDGn52rzQuvgc8mbKhf5meRUNyQX1j7r3TvHcIHirbdcX8W7gI2G0ZPYzZJ95TqTuOqpZ1qC4qHq4GfAg4ne3/N14zbhsH6mEf4L8pe/OsAheQxhp86NA91LiwbWnbcqnblqPbhu3L0XLZtrRtWd22pW5fjtknlq5taUyxz7S9AcbyRFFxkHrJnJgri1+Qzn4WB4BnAH8JXLfyvpWR9VQrq3fk932keM9oBVVZdgfg7nTgDFfFxQfz9v9tXfnWWUevPVT+aK4J/Cpv/xdICYHjKn8+7wD2HaqHvC2PyNt9FvAg8mVU+c/7JFIy4E/XKU/vPYzZvndT9pj5Eekyu52H7IL6xtwHKvM3T7OevnoY2abL5d/CL6i51I10U+CiXh1tpPbew5h94ug87VaV+nOnSdbTVxeU/xv7kHqQrZISp8fkcqwC5wFHVJcfsIfR9tQppIRIkSw6G3jYUPeH6jbWuLBtadtyqduWeXtsX9Zvm21L25bFdi1t+3LMPrF0bUtjyv2m7Q0wlitIl1keS3lJwy7AlUhng19IGodpG+lg8A6V9xUNwuoZ9Xfm9XwCuPbo/D4E8KZcht8CL6lMX7OhPxQPwB6UPSFeMjLvnygPgO9RV64heMh/nu/L2/6I0e+fdEnVKvBx0h1tB7s/jCnb63N5fko6APopazT0++6C7Q9+T+KyDfwdxpR7NBnSaw+jZQE2U14Od9gk20+l0d9nD6x/0Hd50n/nj4ErjSvXEFzk7dwD+Fze/o8BV6E8uHttnv5DYNdx+9NAPFwx/y8U7akDgSuThnD4c9K4gqvA14CDh+ohb6tty+192LZc8rZl3k7bl+Pd2LZc8rZlsb0safsS25bGRvedtjfAWK4gHdz8CPhNpWKpNmZuQXm3zp8AD6zMK/78tpIurVgFPtXnCgp4eS7HpaReUy+qzFuvod9bD5QH+0XPiI9Vy1V5Xhwcf4Kamzv03UPezt3z7+FXwN65MbNS+WPfh3T55YfWcdlrDzXlKn7vz85lOhp4C3AJqZfZZRr6Q3FBOvj9dd7+YyrTd6w+JyWMrsdlx3wdVF1Z+S28MZfl2ZV5u5LGtHxxnv904IZUDnr67IH1G/g7kg5+3p/n/dk66+uzi9HLIz9d8VP0qtst16cnAJdbYx1D8PBAUrvhOOoToU8kJRDPJbelRsvXZw8j5bBtub0P25ZL3rbM22r78rJlsm1p27JapqVsX2Lb0phl/2l7A4zlCuDmlJdSXb3yp1ytjK8MvIzyssOHV+ZtAh6V532LPG5X3yqoSsX9uuKPPDu5iAkb+gPx8MpchuJurZtH/DyadHndd8gNuqF5IPUiOwn4JTWXU5IuIdpG6l11T+C+wE2ojBU1lN/FGD93IB0EvyLXDW/Nv5OfkBr6u9S853F9dkFqoB6X9/3H5mm7VOY/hrK33SW5nnwVcPsh7xPAkbk8/5Nf35U09muRKFnNcTzphklFfXJ4nz2Q/ivPZo3LTYEH5/lvXat8Q9gnKHuOPbTqgZQcuS5wJqnX7b3yd/9AKjeKyssNwcO/UBmmoOKh2p56e17mS9T0yB6Ch7zNti2jbctKGZa+bZm31/bleDe2LaNty0q5lq59iW1LY4PR+gYYyxXADXIFcwGVsehqltuSK+hi2UdU5u0PPBO4QX7d2woq/zmdTRpE/i9JPYUuZIKGPumsYa89AG/I3/HD8uvRS6WuV/lzu+2APXwwf++3rkyr9jJbJTXyz8zPzyFdnlk9AB7M72LEzc1ymb+SX1+L1FukaOgXN3e4BunS5R1JvW567YKyMXsucOPK9L+jbMieTOppWTRwTxlqXZm3/x65rCcAtwf+i9SYfwLwx/m38klSj7tzgb8h9ba6KvCsvnoA7pjL/YnKtM0jy1yf1Nv0fOB6a6xrCPXlv2UfRa/alUp9ef/8WzifdBO11crras+iAwbg4Zhcvqfk19Uet8XB7X3y7+EHwF5D3B/ydtu23L6cti1tWxblsH1Z78W2pW3Lqpela19i29LYYLS+AcZyBanx/q1cYT2HdCZz3NmsQBq7bpV0I5T7VtdTLNN2mWb08QnSpWW7kc6AP4/pGvp/6HnVdlmmLHfReP2r/P2+csz3vwvwFVLj9l5rrK/vHooD2qeMzL8WcGqe92PSzZG+lhswq6S7iR9WWX4Qv4sRBzsDPyddnnzFPG0/yt4iP8z+fpGdvKTPLqrbS3nJ9bGkm3w8Kb/+KqmBW9w1/NHAB/K83wEPqKyjl7+NMW72Ih3InEZKkHwc+JORZa5PGuPygrzP3DlPrx3fry8B3Gz0O61ZpkisHplfD+1/o+hV+sxczvey/WXpt6vUjavAxXk/OLcy7fmV5Xu5T5DHXqS8aeC7Rx1VXt+7UvbaS1D7uj+MlMG25fZltG25xG3LERe2L+v92La0bVn1s5TtS2xbGhuI1jfAWJ7IjbadSAd9q6Sb4Oya542rjK4E/HNe/jPAIW2Xo2EnbyXdQb6odK8GPJ8pGvp9DtK4hGeTLsXdOmaZYkylp45MH+1RstL09i3Qw0HA82qm35k0XtmbSWd3d8vTH0G6o/gqqcE/qN9FjYevkS7D3b8y7UBSL6OLSZfarQL/2/a2NlTe4jLbq1XK/re5wfoz4OZ5fvXS/T+hTCgdQ82dpPsepJulnZjLeCFw11Fn+fkhwOfzcq9ve7sbdnCZBj5loqC41PDzQ27Akw7yT660I94F/Dtl4uNcUs+hw4Db5PryLZSJ1Ae3XYaGPDwq13+/BR5Umb6pUocclX1sA16Wpw1q38C2ZV35bFvatiy23/bleDe2LW1bFm6Wun2JbUtjimh9A4xhRV3FQtlrqKiIbky6ROoPY+rk6eMa+oeSzoyfDxxRXVdXYy0PNc/vMLLc3kNp6K+3P5AuCXsUcJWa5Yr95c15X3n16Lz8/MC2yzmjh9HLhTaNvL7hmP3m3qTeI+cC92y7jE24qJleNGKLxMCdc4O2ONt/e1IvmSJp9KT11tmVmMQDqVfdUbnuK2588thx76HsRXImcJO2y9j0/pDnFfXBl7Kf2p6GpORh4eKaXf/PWMPFxNtNOgD6aS73EW2XZx77BOUB8MGkg94iKbyt8vwYKgmBvPz+lHcHf/16+1kXYr3fBnAjyjvHH8NIT0rS+Ia/IvWoWs37xpW6Xu4ZfA2+bTnNPsOA25brOSDd0GnwbcsJXIwmwwfdvpzCy2DblhOWf/Btyw16GWz7ckYvg2hbGs3FCiINEULYFGOMIYSdQwhXCSHcNIRweVLPEIAYQggxxm+RxmS7AHh0COGFADHGS0MIl9knY4yfJ50N3xH48xDCFWOMq4sp1fRM4IE8f0t+/qn8vpX8+pekP7GXk85+/3kI4UV53qUhhE0LLtKGWM9DjHE1xngh8J8xxl+PfveV7/iE/LiS17tSzAshPBb4YQjhyIUUagNM4GFbXq74/i8def2dkfWEPP0Y0jh1O5MOhDvPJL+NvFxRxm150nH5cdeYuDiEcCCp5+FOpMsQdwCeEUJ4cghh5xhjXEyppmdSDzHGS0i9pL4E7EnqYfmtvI7C0R/2CeBNpITSFUhjtnWaafeHzGn5cT/gyjHGS6vfdaUe+Tqpcb+ZpKmz/xmwposdR5YLY96/EmP8NfBq0piFh673ni4ywT6xmtsR3yMd5N+PlOz43zz/PODpMcafhhBWKr+Tn5Iu6wf4oxDCTn2vI2KM3yb1lDuHdAOs14YQ3hRCeEoI4WWkHmbHk26MdAZpX9qly+Wuo2jzFL/tujZQ3v8H37bMj2M95H1mU34+2LZlfqz1kNsIF5GGdhls2xImcrE68nqQ7ctJfhtVhty2zI9rehh62xKm3ycyg2tfbtBD9f2DaFtKs5hAlkbIjY9LQwj7Au8Gvkj6Y/o68NEQwkOA3SsV8YeAN5IuEXpWCOHZkBo71cqt8vwNpIr9iqQzYZ1kEg8hhD0g/YFXG7bVP6C+N/Qn9LAnlB7W+AM+Oz/umRMHRQP/MaRxmSA56hxT7g+r4/aH/PrS/BhDCJvz5BOL2XMuysxM6SKOHPT9Jj/eLK/rOqTLlPcC/pM09unbSD2sngMcUXHUKabxABBjPA14Wn75S1IiiGqjtuIrknrLQOph1lk2sD8U3+fRpP1hJ9L3Pq4Re3Xg8qSeqZ3+fcz42yBPL+qLb5LK/PAQwv2K9yygGDMzbTsixviLGOPRMcYPkm56BPCdGOOJIYQdYjpJ+YeEGulmUheQetF01smE+8NVAGKMbwaeDnybdBn644DXAM8mlfchpCTJmaT68t75M3pz4Jdd7Ae8N4SwV10bqLL/H80A25YwmYdiuZHXg2lbwvQehti2LJjURc37BtW+3KgHBtS2hMk95P19kG3Lgmn2icr/4eDalzP8Nor3975tKXMgdqAbtDGMII2p9GPSwdl3SWMmfY7tLyutjtN3feB1pJsVnAE8tzJv9LKrG+TlVoE7tV3WBjw8sLL82EsHuewlh3/Tdvka9lC9IcPopXWjYy99gvLy5cMr66m9MVBXouH9YQvbX1b2DtIlaHdvu5xzclFcZnhInv+y/Jv4ZX79P5VlD8w+VoHD2y5rkx7ye+4F3LJu/xjZJz5PujHUwW2Xc04ergz8IM//OLBznr6J7S8//mvKMdv2rDrqYjRcT7w0v+cjjAzl0PXYgIcdSZce/2ue/5nKvNEhYe6Xl/lHUgeKzl52OqGHh1SWvwnwIOAfSEnku4ys71X5fS9tu2xTeiiGLvm7vP2fJPUMG/sbAK7DwNqWG/Gwzvp62bZswgPDaVs2vU/0sn05iwcG1Lac1kPldzDEtuWG9gkG1r6cQx3R27al0Wy0vgFG/4M8bhTlXV0/NjL/3qQb2GwjjbX07Mq8g4FXUPYKejPpzF/xx1ZUfrci9aD5LXDdtsvckIdnVeZNkkQ+kzF3le5SNO2BdBZ4FfhEfn04ZQP/yZXlOpUMaMJD5XdwhZr1PyGv92d0/CYnM7oI+TdwDqlhd0Zex3sqyxTj1h1AvityF2NGDzvUrW/k8YF5vUcDu9PhRu1GPeT5dyElPlaB/wEuPzL/8ZU64uFtl3eO+8S4k263yfXCmcAj65btWjSwT9w1z7sQOKzGybVISddzGEmudik24OEv1llfUf6H5/V9i9TbtlP/lxN4eXLlN/1Z1k8iH8RA2pazeFhnXb1qWzbtgZ62LZtywUDal7N4YCBty1k8UNNOpKdty1lcVMo6mPblRveJmvf3tm1pzCda3wBjGEE66DmO1JPjbnna1sr8K5B6xRR3tH1lZd41gWdUKuzPkS4Vuh6pd8ihlHdG/UyXK6sNeHh5Zd56jZy/ye85su1yLtJD/sNaBT4M/Dk9auDP6GFz5fnHSWd8Xwy8hHRpXeHh8LbLuQAXewE/rJT5vaOeuGxvw6HsE6+ozNtSeX53tr9z+L1J4/VtA+7XdjnnvD9cjnSwf3ae9xVSD6GXkcbCLfaTJ1Q/r+0yz8lF3YHQJuDtlAmAy9xIqosxo4drAP9NGqPvs8BDK/OuB7w+v+epbZdzDh6qdcTW0XXlxwNJN8U6Fdi77TJuwMkjclkvzo+fBvbM88YlRvZhIG3LWTyss75etS2b9ECP25ZNumAA7cuNeCBdhbI7A2lbNrg/9LptOasLUk/8wxlI+7KJfaKynl62LY3mo/UNMIYR+U+4qGxvm6eFmj/eu1cqsDdUpu9M6g1Qvav6+aQDpGK93wJunJfvZEN/gx5eV5m+VhJ5H+AWbZdx0R4oG/nFQWBvGvgNeAiV8o/GOcDjq8u2Xd45u3hRnnZMZdrmeW5zFz3kec/J039MGuf02Mp+cWRluc7uExv08PrK9B3yb+MnlL0MV0lJt6+y/eX9na0jmtgnRurLlco6iyEQ7t92GRe0T9yFlAy5BDiLdKDzKtLN5M5k+97bnd0nmtwfRpb/Vl729m2XcQoXRQL8cXnb30q6udekyYAdGEbbciYP66y7T23LxjzQ47ZlUy4YQPuygTriBQyjbdnE/tD7tmVD+0Rx7NXr9mXD9WVv25ZG89H6Bhj9D9IZqSuSBp5fZcwlHZWK7DaUBz1vHFlmX+BJpB4Bv8vLfJt0GckBXf7TmtFDNZm+7p9Rx/+wmvJQDONwY8pLy1aBpyyZh0DqMfW3pITI+4GnALfug4cGXPxzZf6jKs/72MBvap94IPBRyh6Il5JucPHoPuwTDf9n7EMavuD5pAPBOwHX7IOHhveJ6vh8K6S7g7+YSi+ZLseMHv6pMv+PSUMXXJjnbSNddvvgPuwTc9ofiv/StwJHtV3GDXp5cS7jg4HbAt9nsl6Ghafeti2b8DDF+jv722jaAz1tWzbtgp63LzfqYaSOfHjlee/alk3tD8B96XHbsikXlf+NXrcvm9gnRtbTu7alMZ9ofQOM4QTw77lCeh95fJ2aZYozWHegPOh50Zhl9yWNY3e5tsu2aA/05GBmEfsD6QYFv83zjhp9b9djBg8vHllmuzHJ+uZhRhcvG1mm7w38jXr4u8r8K5IO/O5Kuhx7r77tE03/Z9S8tzf16Dz+N6iM3bcE+8TfjSxzDdKN5faj0oZYAg9r7Q9XHn1vX4J0+fAFwHXy6zsBJzBZMmD0xnm9bFvO6mFI0YQHet62bMJFpQ4ZQvtyag+jTuh523LW/SFP342ety2bcDH6W5h2fpei6f8Neti2NJqNFURmJIQQ8tPv5Mebk+5sSwhhU3XZGONqCCHEGD8FPJZ0dvOoEMJDKutbycueEmP8UYzx/Or0rtKkhxhTrdxHmvSQ5/0WeDTp8qnX5ekrMcbV+Zdm4zTg4cjq74LUE3l03XTdAzTi4olVFzHGbfPf6uZpwMOTQwiH5fm/izF+P8b40Rjjd2OMpxWf0fV9oun/jHH0oR6d5/9GjPGc6nvnU4JmaOi38dBiXTHGn8cYvxljPIl04LR0v42a/eE3xWd03UMNJ5Iumz03v/4M8DRST6rbAv8dQtgzxnhpnSfob9tyhA17GBgzeehz27KGmX8b9Lh9WWFqDzHGS6sr6GvbcoQN7Q+V7/2cvrYta5jlt7Fm+7EP7csKjf5v9KltKXOi7Qy20Y9gjTNMlGewdyZd6rIKHE++sy/jz3JehTQw/SrpruJb6PgZPT0s3sOoi7U+e8ge2i6rLvSgB13oQQ8LdLHd/z9wyMj8zQykB64e2vew1mcvm4suhR70oAs9GN2K1jfA6H4UFQnpzt83BQ4jjR12rZplbwT8IFdGnyFf5jCuMiKNx1OMP9bpm3joQQ960IUe9KALPehhcS6ALSOvqwfFm4E7kpLshacrr+Wpa6EHPehCD3rQhR6MvkTrG2B0OyoV1NWBz5PuzLsK/J50KcRrgUMpe83sRLrB00/zckcDu1TXlZ9XK7Dj8rIPbbu8etCDHnShBz3oQg966JSLtcay7e1BsB70oAs96EEXejD6FK1vgNH9AK5K2QvmC8DLgVcBJ5Fu3PIL4O/JNx8gnQ17eJ6/CnyEfPnlyHo3A7uTxuZZBZ7Ydln1oAc96EIPetCFHvTQCRcvq7iY5iD4E4y5+WDXQg960IUe9KALPRh9idY3wOhuACukMXRekiuUz4zMPxB4DHAqZe+Yy+V5lwfuTxq0fTVXSocCu4+s4yDgtLzMvdousx70oAdd6EEPutCDHjrpYq0xH4uD4G/n930T2Knt8upBD7rQgx50oQdjKNH6BhjdD+B9uTJ5Wn6948j8A0h38lwFvgJcJU/fAtySdDfxVeBXwPuBRwH3Ax5J2VvmOGBr22XVgx70oAs96EEXetBDp1wcxwQ9okgHwXcGTgGe23YZ9aAHXehBD7rQgzGkaH0DjO4GeVw90kHMKnBkfl0de68YX2cP0jg8q8DXgf0ry1wBeCvlOH5FXJwfvwX88ei6uxJ60IMedKEHPehCD3po1cXXChes35Nq39HP61roQQ+60IMedKEHo2/R+gYY3Q1gE+kyiU/lyucfxi2XH3cHPpmX/SqVs12k3jM3Bf42z/sFcCzwRnIPm66GHvSgB13oQQ+60IMeWnfxFcob/Gye4LM6e/CrBz3oQg960IUejL5F6xtgdCcoz1itVCsN4Km54jkF+KMx7y0qqj0oL7H8TF0FRTr42XVkWmcqKT3oQQ+60IMedKEHPXTbRdfKqgc96EIPetCFHowhxwqy9IQQNo1M2hxjjJXX3yXdmOXKwB1DCFtG1xFjvDSEsCnGeDpwH+Bk4DbAy0IIK/lziv1tG3Be5fPDyOe1gh7+sB16QA9VdPGH7dADeqiiiz9shx7QQ5VFuOhKWddCDwk9lOgioYeEHkp0kdCDdJqmM9JGv4Ly7NTepDt6vpd0luoNwIMqy/0z6czVecBd8rTLjKFTWd+fAb8HvgFcq+1y6kEPetCFHvSgCz3oQRd60IMu9NCF0IMu9GD0LVrfAKPFL7+sUA4ETmL7G7IU8bTK8kfnaecAN6uuo2bdB5POjK0CR7RdVj3oQQ+60IMedKEHPehCD3rQhR7aDj3oQg9GH6P1DTBa+uLLu3henXQDllXgv4DHA68GvlipqB6Rl90H+FCedhZwyDqf8e952Ve2XV496EEPutCDHnShBz3oQg960IUe9NCN0IUejH5F6xtgtPjlw+WBj+WK5BUj8+4CfBq4FHg75YDr1wI+mN/zu7zcpsr7VoAd8uOH+1BJ6UEPetCFHvSgCz3oQRd60IMu9KAHXejBMOqj9Q0wWvzy4TqkSxm+S3mXz62V+X+dK5kzgQMq0/cG3pfnnQc8B7jpyLqvTroz6CqVSy26GHrQgx50oQc96EIPetCFHvSgCz3oQRd6MIz6aH0DjBa/fLhfrkTel19vyY/FJRS75gpsG3D/kXkrwJvz+y8GTgVeCzwXeCHw0zzv68CubZdVD3rQgy70oAdd6EEPutCDHnShh7ZDD7rQg9HH2IwsM6v5cVv1dYwxhhBWgEgaT2cFuBGpMoshhJUY4yrwuBDCV4B7AvcGjhxZ/7eAZ8QYz628p4voIaGHhB5KdJHQQ0IPJbpI6CGhhxJdJPSQ0EOJLhJ6SOihRBcJPUjnMYG83BwPnE26pIEY46XFjFyhnBdC+CRwa9IZrz/MCyFsijFeGmP81xDCu4DbkyqrA4Afk856vT7GeG5lfV1FDwk9JPRQoouEHhJ6KNFFQg8JPZToIqGHhB5KdJHQQ0IPJbpI6EE6jwnk5eZs0mUQO4YQrhBjPKtmmWLadUIIW4BtMcYIxBBCiInfA8fm2I6enN3SQ0IPCT2U6CKhh4QeSnSR0ENCDyW6SOghoYcSXST0kNBDiS4SepDOYwJ5iYkxnhlCOBw4N8Z4VlHpAFSen5gX3zW9JRaV02pe7lDgVzHGE0MIIa+3WoF1voLSQ0IPCT2U6CKhh4QeSnSR0ENCDyW6SOghoYcSXST0kNBDiS4SepA+sNL2Bki7xBh/FmM8PaSzUbEyvXh+KnApqZLaGtLlEUVF9jjgs8ArQgi75kopjry/F+ghoYeEHkp0kdBDQg8lukjoIaGHEl0k9JDQQ4kuEnpI6KFEFwk9SNcxgSzAmuPgXAAEYC9gd/Jg7iGExwJvyst8NubxdPqOHhJ6SOihRBcJPST0UKKLhB4SeijRRUIPCT2U6CKhh4QeSnSR0IN0FYewkPU4Dfg1sAk4P8YYQwiPAf4tz/+zGOM/w3aXVgwRPST0kNBDiS4SekjooUQXCT0k9FCii4QeEnoo0UVCDwk9lOgioQdpFXsgy3pcAkRgB9KdPw8H3pznHVmpoFYGXkHpIaGHhB5KdJHQQ0IPJbpI6CGhhxJdJPSQ0EOJLhJ6SOihRBcJPUirmECWsYQQArAjsBOwBXgd8JY8+8gY4xvzcoO+m6ceEnpI6KFEFwk9JPRQoouEHhJ6KNFFQg8JPZToIqGHhB5KdJHQg3SB4IkJWYsQwk7Aj4A9gK158tJVUHpI6CGhhxJdJPSQ0EOJLhJ6SOihRBcJPST0UKKLhB4SeijRRUIP0jb2QJY1iTFeAPyUsoJ66jJWUHpI6CGhhxJdJPSQ0EOJLhJ6SOihRBcJPST0UKKLhB4SeijRRUIP0jYmkGUsIbECfCNPelqM8XV53tJUUHpI6CGhhxJdJPSQ0EOJLhJ6SOihRBcJPST0UKKLhB4SeijRRUIP0gUcwkLWJYRwdeAGMcZj8+ulrKD0kNBDQg8lukjoIaGHEl0k9JDQQ4kuEnpI6KFEFwk9JPRQoouEHqRNTCDLVFhBJfSQ0ENCDyW6SOghoYcSXST0kNBDiS4SekjooUQXCT0k9FCii4QeZNGYQBYRERERERERERGRWhwDWURERERERERERERqMYEsIiIiIiIiIiIiIrWYQBYRERERERERERGRWkwgi4iIiIiIiIiIiEgtJpBFREREREREREREpBYTyCIiIiIiIiIiIiJSiwlkEREREREREREREanFBLKIiIiIiIiIiIiI1GICWURERERERERERERqMYEsIiIiIiIiIiIiIrWYQBYRERERERERERGRWkwgi4iIiIiIiIiIiEgtJpBFRERERAZECOFjIYS/DSHcPIQwl/Z+COGPQgjvDCHcaIr37B1CuMY8tkdERERE5ocJZBERERGRgRBCOBS4M/B84G3ArnP6qHsDjwC+HELYa2QbrhZC2Htk2suBXwBPnNP2iIiIiMicMIEsIiIiIjIc/iY/Xgw8NMZ49pw+57D8+MYY42kj854EnBxCeE9l2jfz423ntD0iIiIiMidMIIuIiIiIDIAQwr2BO+SXr4gxnjCnz7kdsD9wPvD3NYvcC9gE/Loy7ZNABG4ZQrjyPLZLREREROZDiDG2vQ0iIiIiIjIDIYSdgROA/fKkk4CLJn07sKUSIcZ4lTU+62jSEBaviTE+fWTe1YBT88uDY4zfr8z7DKkH8tNjjK+ZcNtEREREpGXsgSwiIiIi0n/+kTJ5fBopEbzLSFwduDawd828ywE7AjsDu437kBDCDUg9jC8GXlWzyBPy4xeqyePMW4plQghh8qKJiIiISJuYQBYRERER6TEhhAcCj8svPwHsHWPcZzSAo/Myrx2Zd7UY414xxj1jjLvGGHdc4+NeROqx/PEY46nVGSGEXYAj88s31Lz3f4DfAdcF7rux0oqIiIjIojGBLCIiIiLSU0II1wD+Nb88C3hsnNMYdSGE2wP3yS8vrFnkCcCVgJ+QksXbEWM8H3h1fvniEMLmeWyniIiIiDSLCWQRERERkR4SQtgT+CgpaQvw+BjjKXP6rC3Aa9eYvy/w1/nl82OM28Ys+o/AGcDBwFMa3UgRERERmQsmkEVEREREekYIYVfgw6QxjQHeEGO8TK/fBnkOcP0x2xKAt5HGTv5ijPE/xq0kxngu8Of55UvymMoiIiIi0mHCnK5wExERERGRORFC2At4PPAs4ATg9sA7gBuu8ba9gV1JPYDPIHUmKWKHHN+JMd5p5LNuCXyedGO+Y0k30fvfGOOD8vznAn9HurHeTWKM35tg+48F7gmcDPxRjPFXExVcRERERBaO446JiIiIiPSMGONpwItCCG8HLowxXhxCuAqpR/LvgPNr3la0/XcgJZKrCeStefrlqm8IIVwZeB8pefwW4MukBHIx/8mk5DHAucAnQwjnAeOGsCjYkpe/OvCpEMJd5jX8hoiIiIjMhglkEREREZGeEmM8ufLykvz4jBjj20aXDSH8J/BQ4LUxxudN+BG/BY4Bbk0as/hhlfU9FHhdfvnvwCbgEcBVJljvD4HDgKNJSeu9ABPIIiIiIh3EMZBFRERERIbBJesvMh0xjXf3ROB2Mcbfj8w+Fvgf4FOk4TT+DNgZuFuef1yMMVSDMgF9eozxQ8DjgDvEGL/W9LaLiIiISDPYA1lEREREZBhcOo+V5iTyb2um/z6E8HBgxxjjxaQxkAkh7JgXObtmdTvkx3PyOt7e/BaLiIiISJOYQBYRERERGQari/7AGOM24LyRyXvlx1/WvKVIII/2ZhYRERGRjmICWURERESkZ4QQdgcCadiKi/NjbGC9m0g3uLsccHGMcTQ5PAkH5Mef1Mzbmh8v3MB6RURERKQFHANZRERERKR/fJA0rMRZwPmkBPJ987y3hhDiaJBuoAfwV3Xz8zLbgAuAM4BnbXDbbpkfv14zr0ggX7DBdYuIiIjIgrEHsoiIiIhI//gpKRl7ISl5vEoaA3mtXsjXB64CnER97+AAbCIdI1wO+M20G5V7Rt+K1Cv6yzWL7JQfTSCLiIiI9AQTyCIiIiIiPSPG+PBp3xNC+E9SL+R3xRif1/xWAfAE0hAYx8YYz6mZv3N+3MjQGCIiIiLSAg5hISIiIiIik1J0QAmjM0IIBwDPyS9fPeb9V8yPZze8XSIiIiIyJ0wgi4iIiIjIpGzJj5uqE0MIewPHApcH3htj/PSY9x+SH389n80TERERkaZxCAsRERERkeVgh/w4SyeSYh1/OI4IIdwSeA+wL2ls5f9XmXcd4E6kHssHAX+SZ313hm0QERERkQViAllEREREZDnYmh9nOQYoeiDvCBBCuD3wcVKP5JOBO8YYf1dZ/izgNWzfY/noGOO3ZtgGEREREVkgJpBFRERERJaDovfw1jWXWpvtEsgxxk+HEF4D3A64b4zxF9WFY4ynhRDeCVwd+B7wSeADM3y+iIiIiCyYEGNsextERERERGTOhBA+C9wG+LcY4+MbXO8KsDXGeEFT6xQRERGR7mACWURERERERERERERqmeUGGiIiIiIiIiIiIiIyYEwgi4iIiIiIiIiIiEgtJpBFREREREREREREpBYTyCIiIiIiIiIiIiJSiwlkEREREREREREREanFBLKIiIiIiIiIiIiI1GICWURERERERERERERqMYEsIiIiIiIiIiIiIrWYQBYRERERERERERGRWkwgi4iIiIiIiIiIiEgtJpBFREREREREREREpBYTyCIiIiIiIiIiIiJSiwlkEREREREREREREanFBLKIiIiIiIiIiIiI1GICWURERERERERERERqMYEsIiIiIiIiIiIiIrWYQBYRERERERERERGRWkwgi4iIiIiIiIiIiEgt/x+eZUM/3L0MdwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1600x1400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "data=np.load('国民经济核算季度数据.npz',allow_pickle=True)\n",
    "name=data['columns']\n",
    "values=data['values']\n",
    "\n",
    "plt.figure(figsize=(8,7),dpi=200)\n",
    "plt.scatter(values[:,0],values[:,2],marker='o',c='red')\n",
    "plt.scatter(values[:,0],values[:,3],marker='D',c='orange')\n",
    "plt.scatter(values[:,0],values[:,4],marker='v',c='blue')\n",
    "plt.xlabel(\"年份\")\n",
    "plt.ylabel(\"生产总值（亿元）\")\n",
    "plt.legend(['第一产业','第二产业','第三产业'])\n",
    "plt.title(\"散点图\")\n",
    "plt.xticks(range(0,70,4),values[range(0,70,4),1],rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "data=np.load('国民经济核算季度数据.npz',allow_pickle=True)\n",
    "name=data['columns']\n",
    "values=data['values']\n",
    "\n",
    "plt.figure(figsize=(16,9),dpi=80)\n",
    "plt.plot(values[3::4,0],values[3::4,2],marker='o',c='r',linestyle='-')\n",
    "plt.plot(values[3:70:4,0],values[3:70:4,3],marker='D',c='orange')\n",
    "plt.scatter(values[3:70:4,0],values[3:70:4,4],marker='v',c='blue')\n",
    "plt.xlabel(\"年份\")\n",
    "plt.ylabel(\"生产总值（亿元）\")\n",
    "plt.legend(['第一产业','第二产业','第三产业'])\n",
    "plt.title(\"散点图\")\n",
    "plt.xticks(range(3,70,4),values[range(3,70,4),1],rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "data=np.load('国民经济核算季度数据.npz',allow_pickle=True)\n",
    "name=data['columns']\n",
    "values=data['values']\n",
    "\n",
    "plt.figure(figsize=(6,5),dpi=80)\n",
    "plt.bar(range(3),values[-2,3:6],width=0.5)\n",
    "plt.xlabel(\"产业\")\n",
    "plt.ylabel(\"生产总值（亿元）\")\n",
    "plt.legend(['第一产业','第二产业','第三产业'])\n",
    "plt.title(\"直方图\")\n",
    "plt.xticks(range(3),['第一产业','第二产业','第三产业'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "data=np.load('国民经济核算季度数据.npz',allow_pickle=True)\n",
    "name=data['columns']\n",
    "values=data['values']\n",
    "\n",
    "plt.figure(figsize=(6,5),dpi=80)\n",
    "plt.bar(range(3),values[-2,3:6],width=0.9)\n",
    "plt.xlabel(\"产业\")\n",
    "plt.ylabel(\"生产总值（亿元）\")\n",
    "plt.legend(['第一产业','第二产业','第三产业'])\n",
    "plt.title(\"直方图\")\n",
    "plt.xticks(range(3),['第一产业','第二产业','第三产业'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['序号', '时间', '国内生产总值_当季值(亿元)', '第一产业增加值_当季值(亿元)', '第二产业增加值_当季值(亿元)',\n",
       "       '第三产业增加值_当季值(亿元)', '农林牧渔业增加值_当季值(亿元)', '工业增加值_当季值(亿元)',\n",
       "       '建筑业增加值_当季值(亿元)', '批发和零售业增加值_当季值(亿元)', '交通运输、仓储和邮政业增加值_当季值(亿元)',\n",
       "       '住宿和餐饮业增加值_当季值(亿元)', '金融业增加值_当季值(亿元)', '房地产业增加值_当季值(亿元)',\n",
       "       '其他行业增加值_当季值(亿元)'], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, '2000年第一季度', 21329.9, ..., 1235.9, 933.7, 3586.1],\n",
       "       [2, '2000年第二季度', 24043.4, ..., 1124.0, 904.7, 3464.9],\n",
       "       [3, '2000年第三季度', 25712.5, ..., 1170.4, 1070.9, 3518.2],\n",
       "       ...,\n",
       "       [67, '2016年第三季度', 190529.5, ..., 15472.5, 12164.1, 37964.1],\n",
       "       [68, '2016年第四季度', 211281.3, ..., 15548.7, 13214.9, 39848.4],\n",
       "       [69, '2017年第一季度', 180682.7, ..., 17213.5, 12393.4, 42443.1]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "data=np.load('国民经济核算季度数据.npz',allow_pickle=True)\n",
    "name=data['columns']\n",
    "values=data['values']\n",
    "\n",
    "plt.figure(figsize=(10,5),dpi=80)\n",
    "plt.pie(values[-1,3:6],explode=[0.1,0.1,0.1],labels=['第一产业','第二产业','第三产业'],autopct='%1.1f%%')\n",
    "plt.legend(['第一产业','第二产业','第三产业'])\n",
    "plt.title(\"饼图\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 480x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "data=np.load('国民经济核算季度数据.npz',allow_pickle=True)\n",
    "name=data['columns']\n",
    "values=data['values']\n",
    "\n",
    "label=['第一产业','第二产业','第三产业']\n",
    "plt.figure(figsize=(6,5),dpi=80)\n",
    "gdp=(list(values[:,3]),list(values[:,4]),list(values[:,5]))\n",
    "plt.boxplot(gdp,notch=0,labels=label,meanline=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "data=np.load('国民经济核算季度数据.npz',allow_pickle=True)\n",
    "name=data['columns']\n",
    "values=data['values']\n",
    "\n",
    "label=['第一产业','第二产业','第三产业']\n",
    "plt.figure(figsize=(6,5),dpi=80)\n",
    "gdp=(list(values[:,3]),list(values[:,4]),list(values[:,5]))\n",
    "plt.boxplot(gdp,notch=1,labels=label,meanline=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<numpy.lib.npyio.NpzFile object at 0x0000029474AE97C0>\n"
     ]
    }
   ],
   "source": [
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 '2000年第一季度' 21329.9 ... 1235.9 933.7 3586.1]\n",
      " [2 '2000年第二季度' 24043.4 ... 1124.0 904.7 3464.9]\n",
      " [3 '2000年第三季度' 25712.5 ... 1170.4 1070.9 3518.2]\n",
      " ...\n",
      " [67 '2016年第三季度' 190529.5 ... 15472.5 12164.1 37964.1]\n",
      " [68 '2016年第四季度' 211281.3 ... 15548.7 13214.9 39848.4]\n",
      " [69 '2017年第一季度' 180682.7 ... 17213.5 12393.4 42443.1]]\n"
     ]
    }
   ],
   "source": [
    "print(values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([8654.0, 70004.5, 102024.2], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "values[-1,3:6]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
